{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from sklearn.datasets import make_blobs, make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.colors import ListedColormap\n",
    "from sklearn.datasets import make_circles\n",
    "from IPython import display\n",
    "from common import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_spirals(n_samples):\n",
    "    np.random.seed(123)\n",
    "    n = np.sqrt(np.random.rand(n_samples // 2)) * 540 * (2 * np.pi) / 360\n",
    "    d1x = - np.cos(n) * n + np.random.rand(n_samples // 2) * 0.5\n",
    "    d1y =   np.sin(n) * n + np.random.rand(n_samples // 2) * 0.5\n",
    "    x = np.concatenate([np.stack([ d1x,  d1y], axis=1),\n",
    "                       np.stack([-d1x, -d1y], axis=1)]) / 3\n",
    "\n",
    "    x = (x - x.min())/(x - x.min()).max()\n",
    "    x = (x - 0.5)*0.4 + 0.5\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/xy4cm/Projects/ICML2019/AAT-synthetic/common.py:199: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use keras.layers.dense instead.\n",
      "WARNING:tensorflow:From /home/xy4cm/anaconda3/envs/tf/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Colocations handled automatically by placer.\n",
      "WARNING:tensorflow:From /home/xy4cm/anaconda3/envs/tf/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.cast instead.\n",
      "{'max_distance': 0.5, 'num_steps': 10, 'step_size': 0.05, 'random_start': True, 'norm': 'Linf', 'optimizer': 'adam', 'x_min': 0.0, 'x_max': 1.0}\n"
     ]
    }
   ],
   "source": [
    "tf.random.set_random_seed(123)\n",
    "\n",
    "x_train, y_train = make_dataset(make_spirals, n_pos_samples=1000, n_neg_samples=1000)\n",
    "tf.reset_default_graph()\n",
    "detector = Model(var_scope='detector', hidden_sizes=[500]*5)\n",
    "detector_vars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES,\n",
    "                                  scope='detector')\n",
    "\n",
    "x_train_others = x_train[y_train == 0]\n",
    "x_train_target = x_train[y_train == 1]\n",
    "y_train_others = y_train[y_train == 0]\n",
    "y_train_target = y_train[y_train == 1]\n",
    "\n",
    "attack = PGDAttackDetector(detector, **attack_config, batch_size=x_train_others.shape[0])\n",
    "print(attack_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sess = tf.Session()\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = tf.train.AdamOptimizer(5e-4)\n",
    "train_step = optimizer.minimize(detector.xent)\n",
    "sess.run(tf.variables_initializer(optimizer.variables()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(4, 4), dpi=200)\n",
    "ax = plt.subplot(1, 1, 1)\n",
    "ax.set_axis_off()\n",
    "\n",
    "for i in range(500):\n",
    "    sess.run(train_step,feed_dict={detector.x_input: x_train, detector.y_input: y_train})\n",
    "plot_detector(detector, x_train, y_train, ax, sess)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(50000):\n",
    "    x_train_others_adv = attack.perturb(x_train_others, None, sess, verbose=False)\n",
    "    x_train_with_adv = np.concatenate([x_train_target, x_train_others_adv])\n",
    "    y_train_with_adv = np.concatenate([y_train_target, y_train_others])\n",
    "    sess.run(train_step,feed_dict={detector.x_input: x_train_with_adv, detector.y_input: y_train_with_adv})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PayQtkkHEi2tsOspJRVs+lWQ2TIKmiVhr4gydYidQR5D5Em1ra3bEZAyDKF/lJ4a0EOoRyuQT+oKtaSNfZnMxdS5Slu4pnZHDgarynVpa15k2CzEVXHf6rk7YORKibeOaFhEh00YxUzbScbHPSX6Um8pIty1lIyZZEmqPZRaG1NL6wgX9WjUq5+r0XSdcHK0MoSx43NKi7+15C0S8tKWs0rkwKec3hJOdW6vh1jDFSN1OJZW0NuMLVB/rwFW0cQ1XFTKN073P6KnwEfHSlrKliK5GEZcvA+fPA488kqavgcCLvnUqTeNrOz1s1eMY8ylG0WWLrn1GG+GTSJ8h4qUL+UrnssGfTudb8AP96VQSqWhR0rdOJVR8U1211QQb7ViMbUWXPqPn+ziJeOlKvrC5agDzhbwPnUpCFS0azAZw2S6eMXYWy/A9GDg4SMOSGjrcMbcVbfuMpsKnSuyEzr8WiHhxgasG0CzkfbC4uGzUI6yszjE7gGWdQdvOom/pXhXf8Rg4dQoYDJqNvJumoes0Dy0cUli237Y9t7GPU+j8a0uoZU6hL9RZKi3L6ezQNh1dLcVNZdm5zfKZX2pbtey27XLhGNO9SxpXxTefhvv73e9p4/tN4bKLeGrL9l1i5lHTcmj8NvRS6eAiIljEl4mXGBtajnRNR9uNYdtOgxsuyqfZASzrDJp2Flw6uSZ0SeP9/eXxdZ2GvtKci3Cg+MVQtjhRdRSFSa4+iHjhKF5ibGjr4DseXNOxbmUNTVl6uUzX/KisTfjK4NLJ1aFLGlMjPxgsj2/TNKQyOxjU+76vNOdSt2MfdIZKx2Viu6A+iHjhKF6UiquhrUOoSs01HeuMjEOyLL+4pmsRTQSRD+qGoU0au7Ts0b3X15uVWQ5p7oPQg6WuzwstvBpaW0W8cBUvSqVT6WOv1K7gKgDq5hfXdDUJ3SCbTCbL/VDqvLcMV+Vq2Wnp5vf6is86baazjelxDoOpBtZWES+cxYsrQhRMrh11aLg29GX5xTW8RXBpkJWady5l4bEtsmzHlcI3GhWb9PPf63M99+HHZqazrXIeWRst4iU28WLLNDgadbtPG2Lq+ITD+RVjx8ShQS5aSWWGh5PIKoLCt7p6uO1w0Ynmnx0TPupIUTrbKucRpbeIl5jEiy3TYFEj1He6VNqIKnxruHewVXAIq9m52Fj545vRaLHtmEzcdqJKxXfas886UpTOHMq5R0S8xCJebFWMokao7zT1Q6j729Tg3sFyx/bqKd9Q22Hmv6tONIRYtlGX69aRPlqlLCPiJRbxopS9zqOoEfIBx8pW1Ugua8xitka0oU9Cre80cdJOYf8Wm3W5yidIKalHlhDxwlG8VG12ZKuhqLqPi6WlnCtskUm/bmPWF2tE34SaC0KnWd16zamu+kwzF3U5n5Zl9Sh02ehCoLCLeOEmXqiwh9rAzKxsthqxGDq+omWsPk3AMRBSqMWexqEFQd16HUNddYntDReL0jJfj7jtAt6EgOVaxAsn8ZLfBMr1DqZFn+VXRdgKA3cLRYojIheESI/QHX9XQguCpvWae12NiWVbDnQtGyGdmgOXaxEvnMSLUvPCXmdr76bUKehNzpdpCnchII02P0J3/LYIXbaa1uvQ6ZzS4GFZHNqWDQ5OzVVhdxweES/cxItSbipuk4Kenxunqw/0JZ4xEbrjt0UTJ1jbz8h/xrmch546D0EMG8s1sU57sAiFFi93QDjMysriq617jsfAU0/p16p7m59duAAcO6avBx+0Fx6u2ExzwQ6XLwOTiX6NmaKyNR63r1vTabN7mc/nWs6nU+Dhh4H1deDGDWBjA7hy5XBcU6NtfvisG2V9SD7slIc2845h/ot48UnTgk6FkOhDIyLwhGtn24UujXxeqLjoMEJAHeTeHjAY1BtspUCX/PKZNnX6kCYD5Tp0EfgOEfHimyYFiQoh0YdGRIiX2Drsto18kVCx3WGEhDrIa9fSsLgtg2nnXEqdsmXLIsRYlIt44Q4VQpuNSJcCSL9lVIgFBsTWARBtGvkyoZLK9BrgZuo8FFVtFePOuTM28o6xKBfxYgMXBd6858pKu0JTFK4unQz9djCIs6PqO64a5rIOIJaOoE3dKhMqjBp3AfX8kJh2zmxgKspFvHTFxYjTxj2L7tFllGH+9sYN7dCX2kglZVxaRoo6gDrP4152loWv7x1dDPlXp71j2jmzgmNZD7XMKfSFNmcb5XF1BH3Xe1bdo8vSPpd74Aju8LUfRZPNs+os5ezpzqVREEv6cFjmz3lZfAdCL5UOLiKCRdyGeFHKTeWwcU9XmxeZHVSilTJJfDfiy8qfDXHjilQ25mtLndO3Y0ofF+Gre89YRF4LRLzELl6UCls5XN+j7H4JV8pOcG7IQ2yLX0ZXceMaDiP2EBTVaznCYJG6bR+HcuwQES8piBcOuK4YZoVNvFK2RgRdM9qKG1/0rVwX1etlh0iGCGNImrZ9Xcux7UGsxfQLLV7EYTcFXC9TzTu+0TPFQ39OyksuXVFVbnw4UXZxyE0xf/OO10B1mfZd7zksx2+6OqlLOba9cIND+tnEphICsALgfQCuAXgewNMALgO4p8W9/iaA/wvAfwDwTQD7AH4TwI9YCmsalhdfVpCiEURbZ+JU4WAtIFJOZxt0sZI1/W1seWHLwd8m3Ky9rp/vYuGG5fQLbXmxKVxeAeBTANRMtHwUwKdn/38FwH0N7vUzs9+9COD3ATw+e31x9v4/tBDe+uKFe0Xx1cB0TYc+TKuELitK9SOdu9ClY2j62xTywkeZrvMMLkLKF7YXblhOv5TEy/tnwuKTAO4y3n/37P2P17zPt86sNt8A8AO5z75/9tmLTcRQyXPqiZfQjU8T57A2n9Wl6z1sj5w4iASOcB2hhg5HHhtbBvTRYdNFHJq0sSmkYRPE58WteAHwMgDPzETKdxd8/tnZZ6+vca8fmn33/yn5/F/OPn9bxzAvFy+hGx8bz7chvmw1LraUf2hByR0uI1TKp60tHuHJY2PLgGVwyYs6hLAihW5jhdakIl7ePBMUN0o+f8/s8/fWuNffrCle/nrHMNezvIRufLo83/WGd3l8bDwmjV09QqcL5dP6uuRXDHFeVndd1jubbWwMaZ0IqYgX8lH5lZLP3zL7/GM17vVKAH+xZNroGoCXdQxzOj4vVbje8I7wKSpCC0pXhC5ntpEdmeOgbt11We9slH2xyHolFfHygZk4+UDJ56+bff6Zmvf7UcO35RMzh91PzP7/PQCnLYS53rRRCvjyefEpKlLJGyLVhperz4uwSBM/Ho7s7/sbPMWGo7QILV5s7fNy1+x1UvL5rdnr8To3U0p9DMAPQi+PfiOAt89en4VeLv3lugHLsmy36AKwWfnD1NbEd6XOng4+DzhLaW+Zoj1ifOwj4uMZlE8p5VeK1K27HPNxPAZOndKn3cveU4sk3I+x3KQuy7K/C+C3APwugO+EFkffCeBfQ+8j8zGnAUhpwzHfhVcajebkN766cMF9niXcqAktibHumm319evA/r6cDk2k1I8VYEu8PDd7PVby+ers9dllN8qy7E0Afh7AvwPwVqXU55RSt5RSnwPwY7P335Jl2Q/WCZhSarvoAnCz9EdNd1HkSuKFNylo5Hvpkvs8k3IhtIVbWcm31WtroUPEh1T6sRJsiZenZq/rJZ/T+1+qca/R7PXXlFIvmh8opV7A3Ory/Y1C2BSfUyCuSLzwJsfKip88k3IhtIGrtS6FttoVCaeNLfHy2dnr95R8Tu//SY17kdD5asnn9P6ratyrGyk06gkX3mTxkWdVz+A2uhbCw91al0Jb7YpE08aWePl9aFGxmWXZdxV8/mOz19+oca9/P3t9Q8nn/+ns9cnaoes7iRbel+DWkNrAR54VPYPr6FoIS9GhjYIQECviRSn1DQC/NPv3UpZl5OOCLMveDe1s+2+UUp8x3v+pLMu+kGXZz+Vu9+uz1x/PsuyHzA+yLPthAOegl0z/mo2wC5Ejna09uI+uheW4zDOy1ikldU4Ijs3VRu+HPojx+wBcz7Lso1mW/QGAfwJ9MnS+pH8LgG8H8Orc+78O4J8DOALgN7Is+8Msy34ly7I/nH12B4D3KKX+P4th54F0Fs2IvbPlFl7xhYkbX0KeY53jEg7BG9bEi1LqeehjAv4B9H4v/y2A1wB4GMD3KKWeqHkfBb2vy09AL5XeAvAjAO4F8H8D+EGl1D+yFW42xGJB4NRIxNzZusrvrvkjPlJx4kvIc6xzsbSdglUyrRX6R5Zlu8PhcLi7uxs6KLqhOXZMNzxPPaU7D9uNwnTa/Z7jsW4gx2NenZuNuPnEVX5zzR/BDw8+qIVLPv9d1A8udc5H2+kCLunXge3tbVy9evXqbOsR77DcpK532BzNFI24bIxMOE/RxNYIuBi9cs4fn/Q13kCx1cyVVYJLneNoCVpG1zzpcxk3CXUuQegLTQ5m9EXXMyiKzsexeWBiqgci+sRMf9tnjvQ9f1I9H2oZZeWIwwnsvp4Zy1lGXfOEURlP5WwjwQZdLS5FI2+bIxPxh+hGfsRle5RYN39SHLn11fJUNYoPbZXw6YsSg8UF6JYnfS3jZYRSTaEvcLS8dKVq5B3LyCRVOIyClWI1crNO3yxPdctUKIuLy/Ju434h28S2z2ZUxsXyItijauQdy8gkVUKPgoH0R259swzWLVMhyprL8m7DohN6hVLb9OhbGa9AVhtxWG0k9IfQqwzyK1KahCd02IvgGCbfcE4D22Gzsboo1hVKzJDVRhxJbUQq8GFZI+m67Jkjtyajz9Aj1SI4hikEnDte22GzYdHhYAUVOiOWl7zlxdVeGZxHRwIPfO7T0mT0yXGkyjFMgj9stKfSJndCLC+ccOUTICNEYRlVZc+FNabJ6JPjSJVjmAR/2MhvKTNzIpxtEPFiIpuHaWIIY2qUlT0Xwpfyt4nzHxdHQbNs2giTlHWh70Q6uBbxksd2Ix3bCDHSgtwY151Wm/vny14b4bvsO132mqnzXZfpWlQ2u9Qn32VdhJJgYqM+2whDbIPrGSJeigi1eVhoIi7IjbB1XIKL+5tlr6nwXfZc1/nrUgzYDrvvsp7SoCDVdsEndcqDjzIT2+DaJNQGM6EvpLhJnQ0YbYLkBBubZ1Vt9OZic6469yh6btHvXOWvj034bIfdV1nnskGhDVLe5DCPq3yqUx58l5myMFQQepO64CIiWMRFvJTTtKLEdn5Jl06rTqMSSgCaz10msFw/3xUcd2qtQwqDgpRE2DLOn3ebX3XKQ8gyU0OkiniJVbykXHGb0GUkVmYdsP2csme3pU6jEqp8UJrW7WRiFQO28RHuWNPGJAURtgwSLqurbkVaXYuqb2q2H6HFi/i8tCGl+esudPEboDSsk44u/BNcH1AZau54ZaX+PHaXclyWBzHNmRO+6nOMaZMnFv+9tkynwKOPAqurwK1bwGjkLt/q3De1ox1sEko1hb7Q1vLSJ9NpHdqMxCgNzWtZOrr01UiVZRaXtuU4Jb8Hqc9CHmprRqPQIQkLc58Xsbw0xYcqjcmbv2wkVhUHSkOiKh3b7ElSl9QtaC42nkttRVoso8wYibVsXLqk25qdndAhCQvzuiDipQ0uTae+OlSbDUu+kNeJA6VhVTp22ZNkGal1wmVUxatNOU6xs099KiQEsQ4MKNwXL4YOibAEOduI06nSvs5rcXmGjq04+EiL/AnLsbHsbBbX+ZyCcBHsE+u5U7GGuwqH9VTONhLm+JqScmlxsBUHH2nRdMTNyTrjekO6Zd+PvVFPnZBlNVbrXKzhLiNW61ddQjnbhL7AeZ8X106DMe3HwcWBkpOTal0n07b5zCmuQnOa5l/IpcAciTXcJh4c0cVhVziMa8XvY47fVhw4jH7IirG+bs9a1eUedUeIbfK5L75Ay3ARbx9p2TT/6ozO24abQ91tQ6zhNknNilSAiJe+kmBhdsbKCrC1BeztAYNB97SzYc51JUB70OgtxYW53edeMnXzr47QSX3qIWUSd0QXh11ODruEbScrca7shk1HPp9OgV0cdvtaZlzkT9172kzzuveqclpP0YFVKKdh+dve3sbnr179/ItKDR2GqhSxvJQRylxue6TTl5GTy/yyaY3wZV8i1P8AACAASURBVNnoOv3T107KRf7Uuaftelo33FWj81StcH2dCq2iTfl7+mmcAc64C9QSQjnbhL5Q5bAbymHRtpOVzftxdmLzlV8208BHevbhHBpXuMifsnty3+XXZXh8x1Wc0Q/TpvxNJmoIqNcC31DisMuEkA6Ltkc6y+5XN26urDe2HF995ZfNkaePUWzic95OcZE/ZffkbuFwOa3p0yoszujFtCl/KyvAyZM4CtzpPoAlhFJNoS9UWV5Cj1h9nPRbdwTialRocwQUOr8EwQbcLC4uCWVtkrainIZ5MBwOVQZcVYH6cHHYLXPYrXJeit2Zsakjnu2daF05RcacJ4LQN0LtcC1thRVkh12ulBXuOjubcqepmbDL9ENRerhyihQEIR5CTWtKW5EEIl6asGzOtM0cbiix07ThaFPhq9JD/DEEQRAhEceAlyEiXppQZTFo4wwWehmzy4ajTnpIwyUIQp+p2weIwDmEiJemlFkMmk6FpO757noFRWrpJQhCv6jbB4Qe5DJFxEtdzIJl4yyZfOeeIq6mhqQyC4Lgg9CbX6Y+yO2AiJc6NOksm1gYqHNXql1nzKkgl4Wlyzb6Ze9LZRaEfhCyfvsYJC0b4HHfAyggIl6W4aOzbHN/TtYHn0caSGUWhH4Qso3jtPmlLG4oRMTLMlx3lm3u76Ni1b2n7bDUuZ9UZkFIm9AWVm6DpNDPZ4iIlzq47izbLFtu6hzchKbTZD6PNDC/JwhCmnAQD23afZnG9obssFu2w+4yOOzSWCcM47EewdTdxbLt7re204ND+gqCEJaY2oGmbW3kyA67McLF38TFcuy2Ix4X02mCIPSbWNqB0NNcPUTES1NiKqRthYj4lAiCINSHwzRXzxDx0pTYCmlbIcI9XoIgCJxIbdDHeWAOES/tKCukXDNbhIggCIJ7UmlrubhGVCDipS35Quors7kKJEEQBCF+InGNEPFiA1+ZHYEaFgRBECImEtcIES82WJbZNsRMlUBiqowFQRCECInAf0fEiy3KMtuWtaRMIPXdGiPCTRAEH/StrWFqcSFEvNhkZeWwRcTmdFJeIEUyN+mMvgs3YWmR71uVEGrQplAsa2ukoHlHxItN8gXcxdyheY9I5iad0Hfh1lPMbB6NDvcn5udl/Q195+DAXTgFprQZ8Cxra2QQFQalVC8vALvD4VBZYzJRClBqY0O/TiaLn7nE9f25Mh7rtB6PQ4dEsMCyYvzAA/PsPn9e/726Oq9u9PlopNT+vv57fX2xOtJ37rpLvw4G/a0+vaOqjV5GWVvT5Z7LwhqSGs8fDocKwK4K1YeHenDoy7p4USrOzjR0JelK7OHvOZR9JEbKqk6+jzCFy2g0/5zeA5Q6fnz+t/mdY8fm79NlPleKVMJ0aaPLCobtdt9U6SGo+XwRLymJF6Xat3whWszQlUToNVT8NjcXhcf+fvH3t7bUS9aSs2cXhcdkotTp04dFiXmNRvoClMqy+fvmoLmsSoigSQgXmWnT4uLCkuPg+SJeUhMvbQghIkJXEqFXUPEyX81pHbpIyJAgoWtvr/j7+evIkfnfg8H8b3N6iZ5x773zQTOJG/Ne+amm0WgxDoLghNAW/JrPF/HSd/ESUkSEriRCL8hbWMbj+XtFlzk1ZF4nTpT/xrzOnj08HWUKInPq6G1vK38mCSdT/JhxEARnhFbIEfi8ZEp35L0jy7Ld4XA43N3dDR0U7aV+5Yr2Wve9KdB02q9VSoJXDg6AU6eA1VXg1i3gFa8Ann++/f329oA3vxm4fn3+3mAw/380AnZ29N/TqV4EsrGhF+RNJrqo338/8MgjwNGjwO3bwF13Ac89B2xuAjdvzu9L39/aWnw/fz9BiJYO7f/29jauXr16VSm1bTlUtZCl0hwIuZthyNZXljcnzXishQughQughctdd2lBUMVodPi9wQC45x7g2jVgf19fk4n+fzLRFwkXoHwngZ0d4Nw5LVxWV7VwueceLVDoufT96XRRuADz+wlC1ES+xFvECxf6NoSLvOIIGtKf0+n8AoAvf1lvjVHEc88BN24A6+v6//39RTEwHmuBQYJkMtHfuXZt/p21NX1RtVlZKa5CZeOCD39YC5Vbt7Qo+vKXF59L319ZAe67b/G3+/t6YkmKrxAtCeyTJeIlJiIsYIUkUHGEuf4cDPQrXSdOzIUJUWRJ2dvT91hbm4uMvHCga22tfTjLxgUkVMhyYz6XmE6BJ57QFhriZ36mXvE1xZwgsCKBDU5FvMTAdJqWpYIcCZ56Svd8EVacvmPqzxs3Fj979tnF//f3tVDIW1fyFpEy64lLTMtN2efj8Xzaa2ND+8uMRofb/aLdfat2ABaEoERw+GIVIl64Q61gSpaK6XQ+b3D9evzx6SErK/MOPM+JE/O/ybICHLauxKJZKdzmQDU/vWSOLUjYEVRli44zEISgxFIJCxDxwhlzeAtEbeJbgIazNG8Qe3wSx/RrIUajuQViMNDvbW7qDv2rX5070+YHdSGsKzZYWTk8UDUtLubY4qGHFn87Gun3Hn1UTz+lMP4QhNAcDR0AoQLq5GkZ9aVLcbb8RVy+nFZ8EmU81h3z1pY2lp09Cxw5Mu+IH3lEd+jT6aJfShcfFc4UFVezmpKoM6H/abl4kf+PIAjNEMsLd8zhXmodfWrxSQyyKKyva+Fy9Cjw2GNauADzjrirQ20KUDXN+/aY3LqlrVOyUkkQuiPiJQakkxc8M53Opz/29vTr7duHv/fBD/oLE3eompKQyVtYjh3Te8YUTR/JNJLQiR4WIBEvTelhIamNmTaSTtFCzqdkYclDDrnirlTOyoq2wuzv6/9XV7WgIUyrFaX3/feHCasQOSmtRG2AiJcmuCgkqXTyZtr0tDLFDu1LUra5HKB9Xr761ahXWHplbW2+1Prs2cXPPvjBeXqT/5AImBJSaSdt0+M9s0S81MVFIUmlk8+nTU8rU8xQUfy2b1t8fzSaWw82NrTPixyH1QyaRvrQhw5/RkvOb92aCxipMjlSaSddkMBmc20R8VIX24UkJcWcT5ueVqZYMa0tzz4L3GG0CkePzq0HkqXtoSXipjPvxYv6lc7GpY3wLl6MuzmwSkrtpCsi32yuLXKqdNNTpW0OO0OeJu0CM21keM4esx84duzw5/nTkyVLu5M/6fod7wAef3y+jNoklWahM6m1k4kgp0rHhs3WOzXFbKaN9HKsMbevv3hxbhEYj+cHJeYtLZKl3TGNlKNRuXBZX++poaEowqm1k67oWWER8RIa6REEzxRtX3/pkhYtly8vHpQo/YV98nvC0Mojc0ppb2++c3FvqPJt4dROchQJPfQLEvEiCD2DnESJ8Ri4cAE4dWqx7ePUX6RGfk+YnR3g539+8TvXr/foYMdYfFs4rjgtSjuu6WcRES9CXPSgUrpmPJ6fS7S/r60uMfQbqUJCZm1N78BrQtNHBweJH+wYw6oZDitOi56ZT7sLF3qxcZCIl6ZIyx6OHppGbWNOGT3yiLa2kM8L536jL9y4AZw7p/8eDPT00daWzidzZ96Dg7DhdAL3xSOhV5xWtX9kwqORSA82DpLVRk1WG9EpdeL17p/8Mg1aAiM0gpIxD+3+KknKA1rZdXCghYvJvfcCTz6ZWDPEsX6XLa8LseK0Sfrcf78WLuQJ7igtk1ltlGXZSpZl78uy7FqWZc9nWfZ0lmWXsyy7p+X97s2y7P/MsuyLWZZ9Pcuy/5hl2aeyLPvvbYW5EWUquW+WmFDxjcGszJxlWSdJygdzKun06cXPnnzy8NlI0cOtftt0Hq7KpLqe8U3SZ2dnvvMhh7R0hVKq8wXgFQA+BUABeBrARwF8evb/VwDc1/B+PwjgFoAXAfwRgMcA/CaAPwNww1KYd4fDoWrEeKwUoF+VUuqBBxb/Tx0O8Z1Mwj07Ys6f11k3GukLUGowCJ+dQjWTic6jI0f0q3m99a2hQ+cADvWbEn1jQ792CZPtNrNJWByn5XA4VAB2lYX+uM1lS7y8fyZUPgngLuP9d8/e/3iDe/0nAKYz0fN9uc/uAPAGS2FuLl6UmhcImwW8C76eyyW+QmNIuOSv8ViyMQZozPT2tx/Ow8EgdOgSJT9QbUPibWZo8dJ52ijLspcB+KnZvxeVUs8ZVp0PAPgTAD+QZdnra97yA9CWnAeUUp80P1BKvaiU+qOuYe6EuWNXaDOnTwdWDvEVGjOdlp8OfeWK37AI7aCZhccfX1ziDujl1Ek674bGxkZH0mY6pbPDbpZlbwbwrwHcVEptFXz+HgDvA/C/KqXeu+RefwXAkwCeVEptVn23K62PB8gTas/0UA5uskd8FFA2kY95EUk5fPaIrS3g5k3992AAXLum/5aqyZREMyYFh93XzV7/uORzev87a9zrTdBh+mSWZUezLHtblmW/mGXZL2VZ9neyLHtVx7DaJ1ShDKXqE6yEqUEGufvvLxYuZ8/K7rmxMp1q4bKxof//7Gf1q+wiwBhpM51gQ7zMqhH2Sj6n919T417D2etzAH4P2vH3pwFcBPB/ALgxs/QIgOzhLhwiv49LntVV4LHHvAbJGsmsrOmAOWYB5idQyyaDQt+wIV7umr1OSj6nI8eO17gXWVZ+Etpx9xyANQDfDuDR2d+/1mT5dZZlu0UXAKfTUt5YpupdtmTSSrLjoYcW/6cNz2hvlxhXT06ni5aFsmJnvp/yDumXLulXEitkbTEFTRTkM8zm/VKnT3EtgdsOuxSeowDeqZR6TCn1F0qpa0qpEYA/BPBKABech4Rz4agbNpe2ZLFTs4Occ1dX5+99+tPayXMy0VkWk6HOFC1kTbpyZbHYUVUwi6N5Ynb+eylgWl82N+cnUxNRWF+KMqxLW9Kn9qhPca2i63Il6NVBCsAHSj5/3ezzzzS417OYORPnPv/vZp9/wkK4y5dKc9jPpIy6YXO5TC/xJYAxQys8zevcuXiyiMJJxRxQan19MT5U7N7xDv169uzi+/nL/F4s6VCH/X0dr9XVw3FmHc98+9G1LelTe8QorqGXStsQLz8zExS/UvL5W2aff6zGvd41+25hgkBvXqcAXLMQ7mLxwqhwHKJp2Kr2KugaLxv7IAhOoE4ths7MDBcJFtpEz+zbaEM9et3cXIzfXXfp1+PHF9+n72XZ/L2UiixVw9HocJWcTPjm+0JgbbQlfWqPmMQ1BfHy5pmgKNz5FsB7Zp+/t8a9vn/23adLPv/x2ed/bCHc5ZYXJoWjkKZhK2q9bFmWfG6QJ9Tm+vXFDvzs2dAhWoQ6VbMYki4nKwsJGHMjPXotEmeAUnffXfz+K15RLeZiL155a9V4vGi5Go3Chq+UJplQJ5Niz8gmuI5rjfunIF5eBuCZmaj4roLPPzv77PU17nUUwH+EPhbg2ws+/+XZvT5kIdzVO+xyrghdwsbZslQE5yk8htx3n06uO+9UL1keQkNiZTI5vNsvFUOa+jGtI2VFk4qweZHFpczyYl5mZ24em8C9KlRRNBNTFufokDbALzXTO3rxorQQoOMBfh/AqvF+4fEA0DvyfgHAzxXc6+/PfvNbAE4Y7/8NAN+YCZv/zEKY2x0PUERsrV6RfZkjsQmtwJBvB13Xr4cLS5HvStOrKrvN6RKyxJDVJi+E8j4zdF8SLkePLoqmWKE02dpajC/5xERZfaQN8EuD9E5FvLwCwB/QlA/0/iz0/6GDGQG8d/bZwwX3uhPAv5p9/u8B/DqATwC4PXvv71sKsx3xEuuooMjWzBHOU3iMoDaHOuKQFhcqUufOtRcudSwFZrtqFpNlVgiyAgFKrayUfx5jP5mfUiMhF3X1kTagHBeFtGZ6JyFelBYDK9DHANwA8HXoE6CvAFgv+G6peFFzAfM/APh/oQ9p/CqA3wbwQxbD2128xD4qiCX8XMPFCNPCEdLHhYoUjfZPn64WKeRoa07xtJ3iKBMz+Q6dvpe3UND3zakt7sbJPPkptVhF2CGSiERDlsXZ5cCzDz4vsV7WLC+xjwpiD79wyNk1dDtPzrYkYN761nlnOhrNRQpZh/b3Dzvl2qBMzNBnRWLqx37s8HskZmKpIuZy+djEV1RUOWV1ZZkwYTDwFPESu3hRKv6WIfbw9xzTghBqumh/X19KLVqBKGx5h1j6rk/yxTy/Jw6JKtMHhi7qI0yhxZW8MDOdkgVLlIkLG9aQusIk8MBTxEsK4kU4TEprURlTtGzYdydFK5xMAVDU8XMsBpPJXHiZ1qIf/VG1YM0yhRh3IVBUJihewVdVpbDkuUxc2LSG1BUmPd6kjtvxAEIK2N76WyhlbQ0YDOb/Hz2qD2T0tT38uXPAE0/M/795c/Hz0cj/wedNWFnRabi2psN465becv9jHwOOHwf29nT6Xr8O3Lgx/90jj+hTuzlilonBALj3Xh0vQIc7WHWs0xbE0F6Y5zOYBbvs/TbUPXSXY6XyRKa0FaJ3ZFm2OxwOh7u7u6GDkhbTqW58NjbmJ8XR35NJryubKw4OgFOndLJPJlow7Oz4e26W6fE9ANx5J/DNb+q/x2Pd9k6n8WQ7xWl9XQsXkxMngK99bfG9/X0tFjhycAC86136vCuTI0eAF17wXB3z7ULRw+t8hxNlBdtHgWdQqba3t3H16tWrSqntEM8Xy4tgl/zow9ZIRChkNNKd7WDgV7iMx/q5wFy4AFq4bGzov+n045iynSwweeFyxx2HhQug06DqpOuQrKxo4XL06OL7L7ygLWZe86WOVcKm5cIHZeFzHe4YrFMeEMuLWF7cYI4MbI4SGIw4uHD2rD5RmCwuvqwANEAugqZYyOoSK9MpcPGiPqGZLC5HjwK3by9+zzQwcozz/ffrqaLV1fnU0fHjxULMC3Xqr9TxchhZp8TyIoTB9VDRrFC2KpeMOF5iNNLCJct0+7W56W/6YmUF2Nqa/z8e6zBMJsC1a/Wm6rmzsjJ3O/jqV7Ugu31bT7kA2jJDRgJAC5srV/hZYHZ2dFkh4XLPPcCzzwYMZ522QIRLObFZpxwi4qWPxCgCplPg4Yf1iINjL+GR6VRPB6ys6CmblRXtKOsrSQ4OtPPq+rr+/9IlHQbTbzEVKC5bW9qq9MIL+nVtDfid35l/jywyFy/6D+MydnaA++7Tf3/5y/r1ne8MFx6hI3WdeV3AqN0V8dI3YhUBMuJ4iQsX9Ot0qkf806nuUH0kCfm60Eqczc3+ZMW1a3pq7o1v1Nr/yScPf4eqFKdqdXCwuCLsFa/QU0nnzoULUylVCccpUUMTotIxG/SKeOkbXERAm4Yo5IiDCaQ9idu3tQXk+nX3bTs9e31dTz2QxYfrkmEXrKzMtT9xzz2L3/mO72DVxh+q4s8/r6cbH3sM+PEfDxOmQqo6R2YdZ+9gOOgV8dJHQouALg1RX4b5JZD2JDY35/4XrpKG2inydaGVONOpdgT1ua9MaPLa//Tp+VQMcfMmqzb+kI/SsWPzFWIf+QgT8VnVOYbsODlkIAe4DHpNQu2OF/pCfodd7rs6pkLTXSglXwqZTPxs+067ndPOrEXnAcVy5o9NaGdeQKkjRxbTw9xlmEPa5M++KrpYVLOqXWVDbIXv8uDDWDEKSugddoOLiGARN8WLFFK/1G2IJF9K8XEuW/6E6NHo8KF/LDq9gAwGh4XAuXPu86YpZpWbTIoPb2RBVWL5TEgGBx8WwiUcSsRLePHCtZCmTh2Li+TLIapOSnZB/oToyWR+hSL/7NBh2t8/nE70P6czkPInd4fOR/YEPvjwEMwGc6HFi/i8cJzL6wPL0lny5RCmq9DBgXZZ2t9367qkZr4Rt27Ns8FcFu0bSoP779fuCPQ/XSF2u11bW9xPZTzW/58/r/2BuPiYUpUy3c1WVgK5dcTgSxLaN9Ckjd9PDGnchVCqKfQF8XmJA8kXpdRhQxSg1PHjbgdi5FNz7BgP41d+GqvqCjWlVXbA8P6+/7DkKSpD5J/j1ULUxIIQutBxooklyIOVJrTlJbiICBbxvHgRpKFgjumnQNc997gRFuSMevTooiAIAXX8k8l8OqbqMsVNSAt7Pr84WPvNMJEopcuLgGkyHcxsmqQTtiponft4Us6hxYtMGwka2UeBPXTQYZbp1yNH9DJd27NqtBHd5ubiWT4hlv5ubuqwnDihi+fRo8Db3nb4e6dP61fzDJ+yVbe++PmfX/yfw9JpmgkZjfSriZcl73WngxnuK9Iam21r3eMVKI23tuanh6ZGKNUU+oJYXuaIc2wU0EDUXJ579qzdZ+SLAq2cCTEAPntWPzfL1IKVKX9RWE0nWfqbwjyZhBnI51cjDQZ8qhelb5D8rWMNyE+TcPISb/K7UG0rmU8dPTu05SW4iAgWcREvizSZT+XS+vaIIn8FmtKxnR1mUTD3efEJxZfieNddxcKlSqRQmE3R57sPIb+hIp+ckOT379nf91it2/i8hJxC6vrskKuWHD5bxIuIFz7Uab1SmoeOjCJ/BVeigpbRhjTIUXzvu28e16L9ScxwFU3350Wfr4F8mYOxuew8BPk0MgWW82rdpFCVeT/HuN9LjFajJYh4EfGi4WLNWNaYyPRSUMwNxs6dc/sc81m+tSoVrSLL97L9SfJhzm/QptSiBne53wk9+9571cJ0X+j9XyhcRQ7Qzqt1nUKVHyQlar2IGREvMYgX17WZizWjTji4VOQeCiczyjRadpEN+ZG476S20W8VbWRn/p23xrgs0vmVW6dPu3lOUyhNguy222aQlKD1whsOwi/ihbt4cS0suFgz2phzQ8FF7HkkbylwVWSKfDRC+Bjmn207DGVLrl3FNf+80FWICL7bbtlDuQySUsBReynihbN48SUsfFTUOmGPocHgOCpzTFGUXWQVPce8fE5vmI61Ljt501mV/Glci4p82nIorpQOtlesNQ5AWSHmkEix47APE/HCWbwo5a9Dd1lRU9vRMp8nPbDEmKb9wUC/5yKrzOf4FC6+hFPRlJF5KjSlrQtIKNEzQu66S+lAcb/vvkABiMHSGzuO+jARL9zFi1JxVx4u01K24bASwSM0nUKdjculrS79acoo2j3Xh6GzaPpob8/+M/NHLeSFTAhOn16Mt3cLTBvHXRPOdZ1b2MTnJZ2r9rRRCnDa7MkFMUx3dcScUjlxwp2xKYQWNONCYsJ1R5rXvnTReVE2rT75Z7zmNYv/h7DA5PfRCTad1XZ1I2drq+2wMW2vRbxwFS9NC6DvAtb0eRw2e3IJ0wpug6IpFZcCw6cWLOqffFolitKW9mGxJaDK8i+0/0vRWVkurE6dKCqMnK2ttsPGuL0OLV7kbKMimp6r4ftcoDbPW1lJ67yQPDYP92HGyoo+oiTPsuNh2jCd6m7M/N8l5jEsAPCTPwk88QRwxx3A9evAwYH75993n/776FH9SmcjPfYYcP/9dp4xHs//39xc/Pyd7+z+jDZcvgycPz////hxYG0tTFhKocOYLl+ev1f3fKQQtAlbWSVLub22QSjVFPrCMstL3eGn71FA1+f1YIolNSjLi872sVncirbR9+Wrbj6TjgI4ccLtc81n509YdpHGk8nhpeAhd9stK1fRNA2cLC556s4FLrOsMG6vQ1tegouIYBG36fPiu4B13bWLc6VvQirxqAFl+eamm06mbOO29XU/nevW1mL8fD1XqcXpk/xW/pubdp+V93ex7V/TFPLx4TKVlQR1p3rqDkSZZoaIF87ipQm2C9iy+zV5HuN509akGKcl0IoVOkzPNkU+ED4sINSGk2AxD1v0tY2PuXcOWX7MlV02yFtd6LTsUMWYwnPHHXzEVPQ0tYwztqwsI7R4EZ8XW9Dcpo15yTo+LXXneVOcN00xTkuYToFHH9V/P/LI4vu2UOrwe1kGfO1rbn1PyE1gb0+/7uxoNweldDUYDNy7lK2saLeK/X3gueeA1VXghRe0f8qpU3Z8X9bWdFwISu9QxZjC8+KLfp8bFJ9OXHV8Xop8eoR6hFJNoS+4OJjRhjXAhQ9NxOq+lBTjVEHRDq0292MpmjY6cUK/+tqLJD+zaVpjfC4soaJ19qxamEqyYZHIx4uukPu97O/PrV2hT7x2ik9rbegE9PD80JaX4CIiWMRdTBvZamVd7f1u4zuciC28HTGndchXwWZnQ/cn/5PxOOwusBSewcC/TqX0PHfOfjpT+nLzMzGn65KD8/Jq23gSaSJeUhEvStkVHb4rVw99SGIj76NAK2Rs+ijQM3w6zFYR8ugqqhK0E60rCxcnP5PQ+e2UPlhrPZ79Flq8iM9LG8rmTdvOX+bvN5363bughz4kMWL6KBw/rovauXPaR8QWtKfM3p5+VugtNOj5vsNBVWJ1FfjiF3U623BLMF0iaO+e06e1H5OvbaKqCJ3fTlnWPvts91w9q8jnxvc+ZJ4Q8dKUZQWhae3P3y9EQeO86RMjOGi6a9eAd7wDePZZ4N57gY98xF5RoaJ344bWsdevh4kzPTNkeq+sAKOR3rBudVWns63wkGPwjRs6vb/4Rf0q4wYPlLVtPttd81kuMtwUaUUD01QKWSiTT+gLbaaNbM+b5u9HNvtQ87JJ24y7QVMIoc37VGTIB4OmjmwXxVDWdUpn0+8mFPv7c58X2/lubghIS6a9n+ycCrYLv8t20FdFM+NgTpdZdA8IPW0UXEQEi3hbnxfb86b5+/VhXrYIxsIpvwvraBTWkZUcK81D9Wx0rkUOu5OJv6xZtsLIZxExnWrprCWb5+zl+y/aUya0OI4OW52xz3bX9Lx3IZiK0oQqssVniniJTbwo5X5DOsYduRPamDU8pxF1YKZgCLW81Ry123bczRv/fFth8iuMKE4+/cnzm8m5cGA2+0oXK5qSoyhRXFjCfWHuiuhyq+x8nCw+U8QLB/Hiu9AKc/LzIHV6YM8ro/JBNEfKvi0wZatVaOrB5pLpUEt56TnmjsK+V0CZxzC4WhFkWrWSXqbclar6Hrul2uVW2WVpYumZIl5CixefHSGX5cjcBFSTHbIC6BozpgAAIABJREFU7NeQt3SEtryUiYuzZ+09g4RD3vriewqJspnEhK80N/N8MLC7IWD+GSSKQk5FsqVOfefWnnFANqlL9wKwOzxzxl9HyGWTJC4CKk+ToafH0VbZjqihzftF4mJ/306Y8rv5FokYH1A2v/WtfqtOWfxtPj9vzSNxJj4vBcRuXUkUES8hxcvJk35b5NCVkIuAKqNJeDyGnbLNPIE3ZCdT1LnaPm26zLrj2y+DfI3oqAJf1h8z/uOxm6qbP37AxaaDycCtrRJEvASLOLA7DNGRh66EoQVUpBQ5cYZMQjJUlV22rAOmKDJPH/bpOEv+RXt7fg2H+akiFwtC8r414rQrxEJo8ZIp3ZH3jizLdocnTw53n3lGbxrUp1M9fe/gmwDTqd5XKs9kEiYpx2O99xSgd9t99tn5Z4OB3szOBhTvLNPdKwAcOaJPXKa4uyxOr32t3ixvcxP43Od0WDY29H6KLtOe4u3iWfl7A4t/J90cSduTDNvb27h69epVpdR2iOf3e4fdu+/u53Hk0ng0hjYhzvMTP+E/LLRpJvHss8D6uv77nnvs7oy7sgKcPTsXLoAWLvfd52fn8Te+Ub/evAm8853+NoJ2uel0/t5bW3PhYusYApYkuk29EIZ+W16Gw+Hu7q69m8YwqggVxhjSpgbTKbC9rbd0P3oUuH07jPXlwQf1bt+AtrRcvz7/zMXIfWtLCwhgbnnZ3wdOnXJnCSmydo1GwAc/6C+9p1Pg4ECLQhf3nk51GpqMRnbPq2KBS1OWEASxvKRCDKMKCuP994d5Lue0qcnKCvDEE9oacft2uKOg6PiSyQT43u/V762u6tdLl+w/78YNHWdACxcA+Nmf1R2tK0vIQw8t/r+6qg8w9MV0Cnzbt2mr1itfaf/+Fy5o4TIYzN+jOKZy/MxLyPlpgm1COduEvtBlh9083FfxKNVuMzibz3WdNh7SnONGyJS8tPPv5qbb59BlLh23WZTMowDM4nr6tD9HXaWK9/bZ27N3/6JjzXqxUV3oShP6+QkR2mFXLC82iGFUkT8m19fwzkfaeLDsuD4Iti2Urbdv6/9v3tTTHK7Z29OvGxv2ipKZxlRsbt3S8XviCX/uaeZBvMSJE3anjsxqMRoBa2t6qih5F7yQbWNCFmABYnmxig9V3/UZtod3dcPj0uLi2LJTtCU/h1OPibLdcG1jrrLPH81SdXjisiyhzfXy2ejzUEgT0+oyHtu1uJhMJm527hUKiME6HhmhLS/BRUSwiLsQL66xtcmFrYrLZbdeD3vXmJuWlZ16HIKic5doCslFuIqmzqgYFAm6ZUWEfjMYLGbjO94Rpmj56uNMgUTlSY4HcAwVMNkF0AoiXkS81IPbyIFjeDw8ggxXtLlYaN2mVPFuuOfO+Xl2vhiYhyfmT6jOW2f29tTCJnS04yztZOxShFWRN066OEQ+b8m76y4+5SlpxNRljdDiRXxeYoGbX43L8LRxoPCQHhcuaP+O06e1b8lo5GZlT1MuX9bLlk2Upx0QzGIwGGhfmPF4cSUN+XUAc7eDwUCv4jl+XK9e2twEHntM+5XQhnu3b+sVTj6L+nis85jy1oWbhJlmgL7/c8/p1ytXePlUJcV0Cjz6qHZm8pnQkqFuCKWaQl+IzfJChLZw5LEdHi5TUTmKpmdcrLbpQv7IAJunTC/DtKrkLQs0BUQXvU9n+fztv61/SxYkOsfI1cqpqjjk89aVcTG/minLeJWlJMk7avkg355xa787IJYXoRmhLS55bFtcaJkHsyGouVjL5NgxPVL3vXVOER/84OL/jz3mL1xUDFZWDq+kefzxxe+SxWEy0a+/+qs6nLR3zVe/qi1JN274CXsZtNrItnExv0MyMLeUHT1q5xlCDjKhAf6WdB0cLLZno5GsdrJJKNUU+kKslpfUYX5wpGndIL8XTofpmf4vocNFzy3yyTEPeaSLW/rlV1K5fA4n97Hk6OKf1zYzyOIyGMxNaollcmjLS3ARESziIl74wrxim0t4OW4sZjoWc7FWmydU33mnWpge4pR+1M+Zjscun0UXc80eP20SuO0UdtEOhG3DwJjQ4kXONrJ5tpHQK+i4Jq7HNtGs24UL2no9Hi86GIcI88GB3pCNXimMIdPPDIN5WrfN07nLnmvGm2s5SoYmCdz1LCY6fCx/0NiyMERUCORsI6HfMPJraUJ+N1g6ZI8TFy7oMJrT7seOza8QU+9ra4uv5CMTCspHOvLL9EWxeTp32XPNPIikz4qXJgncdTUlOXDlfWuq7iM7ADdCLC9ieQkHDXNdHIPskPxpx+fP6xWYAJ+oUBhXVw87GZv0+XDfg4PiE53p8EdXeUnPlQOWS+BkffAVlghP3RbLi9BPGK8sagoJF4BPVMzVUabQMhmP/YaJE+PxYeEyGMzPF3K1IIWeS/vfAMDrXmf/OdHCzfrgS0Bw28crAkS8CHN89roRV1YSBkDx0taLF/2Gp4ydHR3OyURvBpfnd3+XVz/hi6Klyuvr82kiV1NZpl6/fl2/d+SI/tvHYZrsSWhA04qyqSahEBEvseC6IocY8URcWXd29O6vt2/rDsiEU7tLloQ///PDn928qaeVKLxcwuwa0s3EiRPznYFdauiVFWBra74b8V136d2FT5yY+wD1mogHNNboY5xbIuIlBlwLi5Ajnogr60c+Apw7pzsgE99b2i+jKiy3bmnrzEMP9csKQ6uu1teBr31Nb4rnWkNPp3rjPbLy0JEAX/taf4TjUiIe0Ah+EfHCEbMl8yEsZMTTmg9/eD6FBOjpGZ8729Ylb20gXvMavdPKo4/OrTAHB+l2pmRhunBB/08WFx+WD7K87O3p/1dXdT89GkmVW0ASQ6iBiBdu5K0svoSFjHhaY27L/+yzvI4MMCFrAznwHjkCfOlLc4fjW7f0AYmnTs2XDqfCdLq4LPrhh7V4APTUn68wkOUFmFu9dnb8PF9ICBeji8hGLCJeOFFmZfElLGTE04qHHlr8fzLRHeMjj/BqD0gHTyb6ZOz8dBeg/WAIEmCc4tAGEi15J91bt/zmEwkosvZMJiJchBYUuRF0LcDcVnnVQMQLJ6qsLCIsWDKdLi6VJm7d4rkUmXRwne2NyIIUWZsGYN6Wm+MBE7K6UD65rl6DgbZofeITc/8aqdIBCKHEbT6zaIDbVXhEuspLxAs3OE7fuC7MkVSWIsp8SQDgm9/k2fHTUmDy1aFpJLOD39ycn/q8vh5Vm7bQlpNVjPZUIUi0+KhqBwd6uoiWRZ86xa9MsMR2gQthXbD9zPwAF+guPGL1eQx1qFLoC3IwYz3aHk7G5f6eMA9DNE+c5nRichEUZjr8dmtr8fX48cOHJ04m87PmuJE/E888XfvIEf169Kj/PKH0DfX86LDdLnQ5WZrjM8172TrwsWH4Qh/MGFxEBIu4iJfluK7wIRoUh+RPJDYvrp29UvNk398vDz9d58/P/x4MwoaboLTNn/RtCgUSk6dP2+0T63L27GI6njvn9/lRYatdyP8uxKnOvp4ZoO0U8SLixT1dCrbrypfYMfFmdMzRdizRo/AXXaYoKBNl+f9dDDbNZ9x3n1qwEJHFyLS4UPrT732389QXk5A6fdrv86Oka7tQZrkJMUCKfFBWRjLiBcAKgPcBuAbgeQBPA7gM4J6O9x0AmAJQAH7LYnj7IV5smF+bVj7X32fOZDK/Ypg6ymNOgZEA2N8/PDVGgoYg4bC5qf+3afkniw+JlMFAqXe8o1xomVdow56ZbmJxaUDbdiQxiy5XkhAvAF4B4FMzgfE0gI8C+PTs/68AuK/DvX8HwIsiXloQohIn4sPSBUqCfEfPeeqoCAr/eDyPk2nZMH03aMqJrre+tbjo5YtgnSJJwmVl5bAwybJy0XLuXHjDHqVbbBa46Mi3O6EzvgekIl7ePxMXnwRwl/H+u2fvf7zlfX9i9vsPinhpic9KLCOeQ9YWEgDU6cfWlpoWJNMJNm95MTtpEhSmeBuNFvuX/f25KKlKE3p2kUjJ+5GYF1mMKPwh2NsrDlsPq4VbytqdnluArVKQNtGLFwAvA/DMTFx8d8Hnn5199vqG9/02AAcAfhPAm6IUL1wqg89w9HzEUyReyCoRs6ajbDX9eEi45ONMVg8SJ2ShAQ47A5sio4wykTIeH/5sNFq0GIWCxOqJE4fDLDjAlY+MUJo2KYiXN8+ExY2Sz98z+/y9De/7+MzXZStK8dLnyhBj72yRvL/IZHK4bY0xicwBrRn+IvFC17Fji69F12h0eLCcfwb5utCrKQQpvU3/m5Dpm59C29sLawHqDV1WJcU+unBFRdqEFi82Nql73ez1j0s+p/e/s+4Nsyz7WwDeDuAfKaVudAhbGCLdsbAxZfGKZZMjR+zs6A3gzN1bv/nN+ecR7sQNYJ6ttMmd+b55OKXJZAIcPTrf8O6eexY/P3tWb9527JjehdZ8pTSaTvWZUevr+nU0WtxPa2fn8Fb7IYtg/tl/7+8dTjPBAW0TmMMmbVz7CA5pU0ZX9QPgA9BWkQ+UfP662eefqXm/VQBPAvgCgJfN3nsTYrO8xDx9Umfk0WfLUk0oGWn6xFy6m+Igr2gp9R13zK0P+akUsriU+dOYPiIxWa7ylhcgPmftXhKqUMXQlibq8/LLM2Hx/pLPt2afX6t5v/9t9v03Ge+1Fi8Adkuu53vj89KEOhVJzKy1oaQi4UKbpKXqA2EuEyf/mMHg8AZ+ZmdetbeMmT7ci9lkcnh1Ucp5LczoUjAjbktDixdWZxtlWfYGAD8NYEcp9fHAwekOJxNbHepOd3E2JTKDkurWLX2S8xe/uHiW0JUr+uybVKDpkZUV4No1fQjhtWvzdKATldfW5r+h47zoqBY6cyh/7hDnYlZ2crVJyjPI7FiW0LYyouscsLSl7emqfmBp2gjAUQD/FsA+gG/NffYmxDZtFCtNprtcndWRIDSVQBYY2q4+1iXUbVmWzTEWgzKH5fxSadOhWHDIMuuxrWkam1aTCAt+CpYXOq91veRzev9LS+6zDuC7AHwDwD/PsuzjdAH4hdl3Xm+854a+D43yp1pXpYetUUKsHqwNWFubW2BGI33K8N6efk3dr9tkWZFJaeBJeQ7oPDcdigVHLLMe21xMUcdqUvf+XX7bU2yIl8/OXr+n5HN6/09q3u8vA/iB3EUrmk4a79mnB51oLagi+UiPvqzMwlwX7uzopF2fyfqnntKdW0odd5/Y3i7/zMxzwQPLBIXtaZr8YM+kS/spfdFSMqWnUNrfIMteBn0EwCuhN6n7d7nPPwu9TPoNSqnPtHzGm6CPCfhtpdTf6BTg+T13h8PhcHd3V78xnerCsrGhC/Zk4qY3mU7d9lK27u8rPQBdQa9c0RW2qBFIDEraPBR910VEsMfZs8Djjxd/5rLKCEtYVol8tMNt20+fbW8Htre3cfXq1atKqQr57o7Olhel1DcA/NLs30tZlq3SZ1mWvRtauPwbU7hkWfZTWZZ9Icuyn+v6fGv4cJxyrabr3L+JGbNJenSxmFSNXuoQmbWGkjbPlSvaAiMDrjg4ONDC5ehR/T+9AuJ7GRxX85PU1ixrc7r0Jy76osjayFrYcJyBPpjxD4CFgxnp/0MHMwJ47+yzh2ve/03w5bDrynHK9ZK4Ovdv46jGfc+XGPZIKGEyObx0OtJVk70jvyS67CBKIQCuEj9/OqnrRQ224uGojQztsGvvRsAKgPcBuAHg6wD+DMAVAOsF3+UrXlzieuO6qvu7Ek8h9ymIeI8EpebBL9o6P0It1huKVhcVbaQnBMDVYCbf1tCGRdzbHIdtZDLiJbarlnhxUTBdF/aq+7tqXUO22pH3GBR88/BC2sSt7eG4gnto8E3L3gnJq4C4HszkTyeNpc2x0UamuMNurNdS8RLxdEQlLqfFQhF5j0F7wNBW+pub8+JH+8HIHiE8oN2D85YXyR8muB7MxDqi6BLeslOlz5wJKl46rzaKlUOrjUwi8fYW0oEWXJ09C3zoQ/ODCelAQ0D2CgnNeKxX9ZOz9ZUr+nV1Ve/fI80EE2S5nj3ySyOpkI/H2H74YXwNeOZPlXpViKCxOh6ADbJls+AZWnD1kY/MT2k2hQsAPPJI/cUOgl3y2xHRKeGnTy+eHi4wQDLCLVQZ7rwTJ/Tea0EQ8VJG1+W7oZBeLVrMNndnB9jcXPycNrKT/av8QdXJHM+MRsCjj2qLyxe/qK1lsTUTAkM4tt3mvg6k0Om9b34TXwOeCRU0ES9VxKbgpVdLhukUuHlzvgsvoC0v584d3pCYY5uXAmZ1mk6BS5f0QZM7O1rA3LqlBcxjj0keRAuXjOPcdhcN5C9fBs6cwZ7eGiUIIl6IskLMpXAvo0fb7PcB8xRmk8ce0xYZmtG8cIFvmxcbZpXJVyfyQTp1Sqe1KWBkyihSuAiGGNpus4BT+LIsTFhmiHgBygsxl8JdB/HTSQ4a8OR34715U1sALl3SbR7At82LhXxVN6tTHkrrnZ04Z5YF8BIMMbXdjPpEWW30R39UvLIo1hVHsXvaxx5+Rxwc6FE/MRoBH/xg8UIAScJmFFV1ABgOgSef1ANMs5nsyRFc6cPtTDXuFTdXUbbPnMHVz38+3rONoqdM9cakhk1iCWcRjFQ9N9bWtGABtJ/FI4/ov7e29OtgIM68XRiN5lX9oYd0Gj75pP5MKeBtb9OiRiwtCcFtUUaotrvteXeBp43E8mKeKl1UeLir4VSI1dLlmfvv18JlPNbTRqblZX9fW2ckCetDK4eIzU09LWdy+jTwxBN+wyU4JNU2vU28zM2L6oq42XOiP1U6GUS4hCVWS5dnTD+L/IDp4kX9Sn4a73yn+MFUkRcugBYuR47M/z93ToRLUqRqmmwTr7Z+P0zaZhEvZXAq5H3pgS5d4mXGZQq1HWtreroI0BaDxx+ff+foUW2hyRfhvhSlZUynh4UL8cILemoOAP7ZP/MXpl4RoiAWddYpVIguIiTiAaOIlyIODvh4onMSUS6heJL5oA0pNEQNuXZNTxd97nOL79++Pf+binBfitIyiooJLUnf2NCvsgTaIaEKYr6zTmWfgS4ihJvfTxNCHaoU+kLZwYx0CBWHk0PpxD5Xp6RywcZpsKkepFkTir550jH9PRjUS+IUi9dkoqsR/X3+/PwgxfwZfub/KaYFC1yf/Fw3DGXhiDnjPYddTpXmJF7yBZpavRBwElE+6HIaLIcGMSBFxZY66dXVeZLkk9hMJipusZ6OXJTlpqA7fnxR3FFc87/rWdEJg+uTn9uGo+cDoKaIeOEgXswWi0PF4iSifNK05+CWbwHJWw1M4WIKEkoys52u+j53JpNi4UVGy2WXiJVAcEl40+LS4wFQG0S8hBYvRWqbQ8HteWe8FK75FpAiLVckRIra6dFoUcBUJWUIC3vRM03Liim88kZLQKkTJw4Ll5hEmmCZosLbtza3YwUW8RJSvJw5c7gVr4OvVrvJc/rUcffVMtWQqiKRb6dpmok6/TJIGGxtuWvn9/fnbglFz6TpHrMIlF37+4s+LyTSRLj0hKr5xKLC25d21MIUmYiXkOJlOGyutjnOi/oKE6eKTfnmshdNHMpOU7iUTaeQoACUWl8/LBDK7l31XLqnCWWnaR0xRcqxY/rVdEh+zWvKxUtfHJOFAsqss32fHrKUBiJeQosXpZpZXLgVfF9h4ija+rIayyFUfEgUFAkSEhSDwWFxQZdZLEgMFRUV+sx0oCUryN5e8b1JwJBgyYcVUOro0fnfMfruCJapahdDTw9xaKcspIGIl1ARL1sqvYyyTA9ZIF1XRo6ijQjdECUAJaEpKCg5SR8eOTL/7J57FoWDWSzyq5yKlimvrBwWH6YlJS+KTIfcu+7Sf2fZ/DskbsxwiXBhjK/2o6ptCNWGcRoEis9LnFdr8aLU4UwPXSBNBwFXcBYJnMRUpFRtfUGi5sSJRSvMZKLUuXNzsUC/N60geWFCoib/nfx0FN0vvxLKFC4kVvLLwKU4MMZ3W8mpMHAeBLZAxEuM4sUkdIH02RhEXtmE5RTtBZO3alBRv+++RfExHs+tIPnLtNyQ4DGtJ+Y98sUsvxKKhFS+2EvxZE7otpIDnAeBDRHxErt4USpcgUy9MUgtPpGQT3azeNPfJEDy12RyeAqIhIu5DJu+Q58tK8IkYMbjxakoITIS6rxbk0jBDS1e5GwjG4Q6H8LnwVq+zw2Sg3iCkS9GZvGmvz/84fmhkMR4rF9v3pyfEXT2rD7ocHNzfl4QfWd1df7ZsiJsnqa9tlYcTiECYj5LxxYuCm4Pz3UT8WKLUC2pj8agrpCwVYE4HYwpAFgs3vQ3HQo5mcyLYF5Pf+Qj+rMbNw5/59YtYDRa/KxuGISIkYy0i8+BHqO2WMRLCri2uNQRErYq0HgMnDqlh/WRHtXeJ9bWdPaYWZTX0/RZ0Xd2dg5/JghCTeq2zzZgZg0X8SJUU2dqylYFMu9z/boe1vfZvBwxdcSICBZB6Igv1wGfIqkmIl6E5SybmrJVgfL3IecGQRAEoRgfrgM+/Strkim98qZ3ZFm2OxwOh7u7u34fPJ2yyHgn2IpbymkkCIJgk6L20lUbatx3e3sbV69evaqU2rb/oOWI5cUnRXOGXaZYuGGrsohwEQRBWE5Rn+LSN4VR2yzipS5dxULRnGHbQsbMcUoQBEHwTFGfwtA3xRUiXupgQyzk5wyBdoWsR4VTEARBKKHID4Whb4orxOdlmc/LdKqFy8aGLhCTSbcCYc5FPvigFiDjcTNnq7a/EwRBEDSp+Nb59HkxEJ8X7thWslUbYtRFdqkUBEFoT6xT70WW9qI+KQVRtgQRL3VwKRa6LCsuQ6aSBEEQiol16j1WweUIES91C24sSrZrAY+lIguCILRpr2L0C4lVcDmk3+Ll6afjUbJ1CmvXAi7KXhCEWOjSXuWt6dzFQIyCyzH9Fi/PPONWydq6Z91K2qWAc1L23BsSQRDCYqO9ovYxlkGb+Dou0G/xcvKk7ugB4OJFu/e2VSGaVtK2BZyLso+lIREEIRy22itXgzZXAzCxuLxEv8XLq1+tX10UXFsVok0lbVvAfSv7fLpwsv4IgsAbG+2Vi0EbhwFYD9rOfouXLHNjbehaIfIFz6eo8KXsiyo4F+uPIAhxYKONsNm+hh6Addm5PTJkk7rdXS+HWNVmPNaFP+UN6JZt/JfK5lGCIPSPUJuIUt8B2NtUtQLZpI4DrjrKNhaX0NMmPp65zMIiwkUQhFgJ4Vhr9h1AL6zXIl44EXraxKe5UTznBUFICXPg57vtzvcdPWhbZdpo2dlGIWgybWJrisX2GU6CIAh9gct0v8cpd5k2Eg5Tt/DZtJSEtvr0mVRXBlTFK9U4C/3j4CD8dD/Ro3ZbxEusuPCPiWkqJ5XOL9WVAVXxSjXOfSeVOtmE8Rg4dQoYDGTg5xkRL7HiylISQ8Vr2vlxbVQ5OGi7oCpeqcaZOzbTueheMQhS22XNLMvXrwP7++EHfj2qTyJeYiYmS4ktmnZ+nBtVVwI0dANWFS+ZnvSPzTpQdK8YBKmLdsAsywDwsz9r795t4NzWuUAp1csLwO5wOFRChIzHSgH6tYrJRH9vY0O/TiZ+wtcUm+F64IF6aeODqnhxzYvUsFkHqu5Vt06GwGU7wKWNCRCO4XCoAOyqQH24WF6ajBI4jij6SF2LUyyjfJsWF04j4Kp42cyL0PHkjM06UHUvzlZgl+0AlzaGSzg80u+l0idPDnefeabe8jYuS+GE5vRpx95Qu3vmoTR3nfZt6yX3MmE7fDbvFyrtuj7XZbi57NIuS6V7wjPP1BulchvRCs3g3EnZhsMImObeBwO3c/Bt66Vt3wDb7YEr/wyO96qLjTSxHW7Xm9K1iXOf2rpQ81WhLwC7w5Mn68/Tcp7T9YX4KQjLoLn39XU/c/BN66Vt3wDbPkZcfCg4wTFNXPuWcYxzDvF5Ccndd9cfpXIY0Yakb57sQjto7n1vz8/eF03rpU3fABcW2R76LiyFW5r4sMRzizND+u3zUnU8APc5cZ9wPzpA8oofvnxe2mIrXK58jLimW0g4pYkv3zJOcc4hPi9cMNWzWBkW4TwKkLziCZWRps6GvrBVhl1ZZDnVMS5wShNflnhOcWaGiBdgsQMsMwn23UmX47SZOFKnQ8wi1OxgfJdB189re/8+1MWQ+S6IeDnUAQKHrQwxN6w24TYK4GwR8k3MjWcqItRHO+HTQtz2/n1rLznGN9Y61IRQnsKhL5g77BatWCDv7gi8vpOhbdr2PU847arbFm6r+ZqWKR/thJnPrp/X9v59ay85xtdTexB6tVFwEREs4vnjAaoKHbeGNUVS6IBDYHv795B0fb6t8Lctiy7biaJ8dt0utb1/m9+FLntd4NQ/dGkPGuaBiBcu4mUZMVcu7nAcvXCkLF1sNJ6xi0db4e9aFl2W3SoLsSt8WEPb5h2ndoJLWCgtm6ZnizwYnjkj4iVIxOVgRl5wGr1wZFnj4urAvRjY37cbfs5lMba8WUbbssdJbJsuBqHD4Wuq74EH1BBQ68BfKBEvIl6cEbpS1SWWcPrGh7jg3GFXQZ3YYGA3/FIW/bGs7OXzIr+Lc8i8ovK3tcWj/viY6pul//DOO9UQUErEi4gXJ3AaoQjt8SEuYuuw86Jufz90iIS2lJW9svaLxMJg4D5sZfg+CmNZWIr+bnuPZd8bj4NbXmSpdMqksgRV8LPPjq+l5rbKYX6p/NqanfvGQGp1uajsVe25deOGfv/69XBp4fsojDLyS7XbPr/O7+hZAHDmDPaAp9s9rDsiXmKnquLKPiiHibnRTyH/bO+JwXHzRNdw3FfEBWXtF6d2jcrftWthyqHPAWrRnmgBkbONys428kHXcyvGY12Ylp2vwfh8DK/UTS/BDdzPyOqKj3qWWhrWSbOy70i7pvF1zpL5LADbJ0/i6jPPyNlGvaPr6KmJ4pYKHucUWgxhbAKnEbNB55HsAAAgAElEQVRt6tbnrnmaUhrWTbOyOMYcd5v4tD5euqRfNzaAZ55BBmTuH1qMiJcqXHUeNjrSlBoxH8SWXqlODcQ0zVO3Xtatz7byNKY0LCPGwQRnfLVnZjt68iQUEGzqRsRLGS47D1sdaQqNmE+q0otT4xlrw14UzqL3uAtHYF7/779/+Xfr1GfKU8BOnsaQhlXENphwhVkO2pSJEAcHUzt6993+nlmAiJcifHQetoRHXyt9W4rSy8YUnk1ibNiL0jBW6xHV/9VV4JFH6gkYGUg0p+9pZtaPNnWFfjMY+KtnnAZSodZoh76wbJ+XWDftEprRdQO4pvvoODxrJBhFachl1962zx2NdLhXV+2Fn+4pbYqQrx9N60r+90Ub9tmuc7kN+YYnT8rxAEEiXmeTulg6D6EbbYVq0w465Q0Di9Iw9ACga3rbFBsUltGo+73aIG0ZP8z60aau0G+Kdpe23dYUbMg3BFQGXFWB+nBZKu1yqbQs5YuHtnlVd5mizSWuXMtVUbhChdVWetsIf+jlzbJFAF/M8tWmrNFv8vdxUd6orRsMgOvX01kqnWXZSpZl78uy7FqWZc9nWfZ0lmWXsyy7p8E9TmZZdi7LsseyLPtilmXfyLLs2SzLPp1l2buyLLvTVnidE+t8f0zYnH917TRty4+Fc7kqilMokdUlvc1yZSP8IX2YYnX+7gtmWWhTLsyN+8z3XJS3/IZ8gR12bU3BvALAp6CXTT0N4KMAPj37/ysA7qt5n/fPfvMigD8G8DiA3wbw/Oz93wNwzFKY3Z1txGW+P2VinYLp8+nPbegaR9c+TC7DYovQ03dK9aOscsNxmg+Hw6A+L7YsL/8TgP98JmBeq5R6u1LqewH8XQDfCqCurfIWgH8M4F6l1Pcopd6hlPrrAL4DwFMA/ovZs3hTV/nKKKgdMY8mu4yCYlyF1AUbVqamFheX5SpUfoVe1cPZWsgNDtbkWOiqfgC8DMAz0JaR7y74/LOzz17f8TlnZ/f5og3VBh+nSlcp37YjPBnBaMzRZJs0CZmOvq0JMRLKysTBSpESfbQWtiUya3IKlpc3AnglgJtKqX9b8Pm/mL3+1x2f89nZa+CJtgZUWVzajPB8j2A4WzRoNKnU8jTJxyPkSNC3NaEtofM+lJUptJXCJz7yuG/WwrbEbE0ORVf1A+BnoC0iv1Ly+Vtmn3+s43N+aHafL9lQbfBheami6QjP9wgmhlFAnTTJxyPkSDCWUWiovC9KD65pFDu+81jycTmRWf1CW15siIAPzETFB0o+f93s8890fM6/mt3nn1qJeOhpozqf5/FVuGPpZJWqTpOyeIRsJLg3UKHyPgaxnAq28thH2bDxDC7tV93N52zdyzEpiJdfnomK95d8vjX7/FqHZ/yd2T3+AsDdDX+7W3I971S8dG2MywpnX+f+q+Jd9VlZPGL2eXGN77yPSSynQtc89iE2bTyDiyi2GQ4mcRLxsvz+/yWAr0Mvn/6RFr/3L158bznvCi6diE0hyCVOebiFy3d4uInlmPBtOfEhNm08I78rbMgjKmylFyOhH1q82HDYfW72eqzk89XZ67NNb5xl2V8F8C+hVzS9Syn1a03voZTaLroA3Gx6r9p03SCLi+MWB+c6G+lB8RiNeC7ZbOvE67Js+M77PjnK2qSo7NQtF7Qza1N8OOHaeMbKCrC1Bezt6V1hY9ww0eW92sLFmbir+oEjh10Ap6E3vFMA/hfbqg0cfF7KkFHoIjbS4/x5fQ+bB+3ZoO1Iiot1LkW4lI1lFJWdJuXC1dS2TRKxUrwUHo73aoJRZkJbXmyIgDfPBMaNks/fM/v8vQ3u+WoAN2a/+wUnEQ+92sjExiqL0BWzitBOd9SIkXAJdTheGdxXnvWJ2ERhfr+juuWiL2VIBoL2yJWZ4Zkz0YsXc5O67yr4vNEmdQBeBeBPZr+5DOjDI61HnIt4SckprQguYaNGjJtwIbiuPOsTsXboZjiblIu+lKGuAx9hjlFmore8KC0E6Eyi3wewarz/7tn7H899/6cAfAHAz+XePwbgk7PffBTAEWcR5yBebDql+Wpwm9yfW2cQ+vm2sbn0UtC06dC5pXHTOioUw2XgxY1ZmQktXmydbfR+6IMYvw/A9SzLPppl2R8A+CcA/gOAvCfitwD4dujpIZN/COCvAXgBwG0AH8qy7OH8ZSnM4bHllObLgaupYykH57J8eFJiWXzkTJnmNHUc5pjGTcp529O2U4fTwgnfLIsrl3bUlgoCsALgfdC+Kl8H8GcArgBYL/jue6GtKw/n3n949n7lZSm84S0vRGifkLr3b2tF6evoLvReMpysXinSpzTu41lsLqfVuKZLg3xOxfICpdRUKfU/K6W2lFIvV0q9Wik1VkrtFXz3vUqpTCn1QO79B2bvV162wswGG0rWtRruYkXhotR9EnpZNjerV4r0JY1jOYvNNq6W73NNl8isTZnSVojekWXZ7nA4HO7u7oYOSlxMp9WN9LLP+8BoBDz6KLC6Cty6pRvAUGki+VGOrbLchzR+8EHdoY3H9Trz6VR30BsbWtyFrAOc4J4uDfJ5e3sbV69evar0vmnesWZ5EXpCVUVrMqJgrupbM50uCpfRKGzjxKlh5MSystqkLHNLYxd1q6kVoq1VKtV2gXBlrbOVbhFtFinixTapV74ympgcuZpNbUCNEwmXnZ3QIRLyLCurkZnPF3BZt5oKkBScn11gWyDYTjduYrwEES826UvlK6LuiIJjx2A7DNQ4iXDhybKyGqsvC4e6lW8Dmwie0GH3iU2LS5/SzUDEiy16XIheos6IglvH4Epwho6XUM2yshqR+fwlQtetLm1g6LDHSo/TTRx2bTrsNnVq6zPUsIWsbHnnuf19YG0tXHgEwQYhHYi7toE2w94HR2oiQFzFYZcrbSwnMY7WQnHhQvgpNnPUsrUFnDrVzym/VOFm/fQVnpAddtc20FbYXVlUfeRh25O+e4aIlyK6FPweFqLGtDEvu2o0Ll/WFpcbN9xM+XHrQPsCN/8zbuFxAQdrKoXDxRS+jzyMpZxwaNdC7Y4X+kLZDrt92jUzj8+4Ntm90scZIy5205SzUcLQpg67LPt9aFO4lXXb9dlHHsZSTmZ5PTx5Mv6DGWO8SsWLUv05bdWkTePTtXLV7VR8VWib946lIaoixjATfRDHXOBa1m2Hw0ceci8nRl4PAZUBV5WIF0bihTKpL7RpfHyOtLhX6DJiDbdS/EbSbUhZHHOCykrs5aUOPvKQezmZtWuhLS+y2qjtaqPUPNmbrBIIscV1rOkdY7i5b2HelrK8kFWC7Um1rAjVTKfYfsMbZLVRdNh0quLg+AQ0WyUQYm+BWBvEGMOd4t4RVXVWVgm2J8WyIiyHQT6L5aWp5cXmSGM81l7xsY74YrQqCPVJJX85WAdSScsyUo+fcAjZ5yU2bI00UtiRVxqrtEkpf0NaB2JZ/tqFlMpK7MTYl7RAxEsbyMx86VL7e4i5VRDcQ8IBCDM1lMIgRYiHPgjlGSJe2mJjh1iZaxcEu5jiIC8cQiCDFMEXPRPKIl7aYLOQFDVmiRc6QXBC0YnGHISDDFIEH7go74z7IhEvbXDZKMZg9mNcoIWeUjag4CIcxOJih7K2R9okjc3yzrwvEvHSFheNYgxmP+YFWoiYrhbMsgGFCIc4yZeHsrZH2qRFbFlcmPdFIl66YLtR5GLmLoMKNBD+QEUhLWx0QFysLEJ38uWhrDPt2slK+1QM974IIl740bQB5lz5+joi4pwnHHHtQybERVF5KOtMl3WyVWXJRvuUcl1nPhgQ8cKRug2wb3FADQU9uyqc3MyOvp7fV8HWhTqjvNDlpwrOYYuRsvJQ1pmWvV9VF9u0T3WnsWzApUxxHgyEOlQp9IVlBzNyx8aBcm0PAKv7Oy4HE/o6ZHB/398hfzGyLD3KPreRf67yIoUDLLnSJc/qtI9l7VPRd/P57PJAz0jK1HA4DHowY3ARESzisYsXpbqJA18VJHQH7uvUYErPwSCKhscrk0n78mYj/1yVdZ8nUvsmhbjUaR/z8SwqK2X57GJwFlGZEvHSB/HisgC2tbhEUkGs4NoClE/P/X03z+lCqDymzgBQan29XXnrkn9Ny7rPsHElkpF/LZrkZ1U9bmKl6UokZUrES+rihWtDULeCpCJsXMeDc4MTqgzmOwOyTLW9V1vq5k0X61Aq9G1gk4fKytbW4bLgMy18p3uL54l4SUm85AsA94ZgWXi4Ci8b1M2LpiM3boQog/QM0+oSuh7UsbiEDiMX2grxVNKsb75rLdv50OJFVhvZosjzvM1aeZ9e5jGtFrJJUV4Vxa/pagKOnvm+92ugNLv//nn5AYDRKOyeEcueGXJfCy51q8uuxCmtsltbY7/HiTVibudDqabQF2xaXpaN2uoqd26WDs5TIW0pyqsmTnqx4sviYqbZaLSYrjGkoe8wcqnzXcKRWl0hUonHMvL1tCahLS/BRUSwiNueNura0XNtALiEwyZmXlWle4rizRZl5SKfZimWH1u4qPOhHPilrsQJidbRqPFPRbykIl6U6t745DtVwR11RYrkw2GWjdI5+rRwxWan38V6YiMcseZBX+koWkOLl0zpjrx3ZFm2OxwOh7u7u6GDssh0Cly4oOchx2O2WzM7hbYDT/2ZMTKdat+GjQ3tEzCZhE+38Tju+mKj7NnIF6kD/ePBB7WvS4u6s729jatXr15VSm07Cl0l4rDLkVgdqGwQyvEvtkY7VLngdmCbD4dD12ltIw1t5EvovBT8w/z8oipEvJhwEArcOgefxOz57hMfAq8q7Tk1eK7rC+dVNPk84pQvfSCm9qkqrJH2MSJeCE6NVF8boZSEm6uGzYfAq1MXOOWNq/rCWUyX5VHdfOEUlxjh1F8sI6awNiGUs03oC6bDLteVPn0l9vR3vfzV5coOqQuLcFxF0zWPOB90GQMx1RHbYTV+H9phVywvQFoj/hRoMnrkNoL0MVp3aZmzURe45UkXmqS1rXgvu0+XPLJRPlMdydclpv7CZli55Xso1RT6QtFSac4KWljE3Hqe06hYKZ6j9aa0rQtcNl3zja14N7lP2zzyedBlysQUdxsWl1y+h7a8yFLppkulU11OGFO8aFmoCYcluyYxpWcVTeLBcRm1D+rGe1la+ky/LuWzw/JaoSUc2pNcvstS6ZjgZjazRWzxIlMo4dJ023YqIHRDY4M2ZzvFYk63SVm8zbJT1wnaV/p1uXfIBQUpTUnWpWv7bCvNuC0kCWXyCX2h6Q67qZpLY47XZOI2vH2dAlGqW7mIqQzZxIy3WXaapiW39OMSnj7WR5vO2ZbzMfS0kVheCJdOcpyJOV4rK24tLlyXyfqgS7mIqQyV0Sa/TYuLWXaAZmnJKf24WGX7Wh9tOmdzyEebhFJNoS+YlhcfTnLcSTFeNs+asnnfmOhTXIkOh9W9RFHZiS0tuVllfTvCh46vSVfnbAf5GNryElxEBIs4iRduFTR2uKSfLRNzPj59NF33CWoPVle7CxgqO1zqRFMmE34r5+qkpY30TqmeO8rH0OJFpo1injZpimtTa4omZrM89NV03SdWVoDRCLh1C1hdBR55pJvTNpc6ATSLB4UbsOuk2bXOLGufbaQ3x3retQ1r62zLIe5lhFJNoS/kHXZjHR3VxfVIgpsFq85Io00YuY1EBTeMRt3zmVOdaDo17iLcnNqgZXHiVM9DWYGWPDe05SW4iAgW8aarjThSt1Hx1YhyqvBKVcezS4MQWpjFQAppZCMOHOpEm/pvO9yc2qA6dZ/LtFEoAVzjuSJeRLy0o6lToa9GNIZOi9OIOEW4NPxc4FC+2tR/2+Hm0AbVqfvc2odl6RZICIp4EfHSnLZOhaErYRGhwkQVs4tDpnAYbg2/MIdDXnAIQx0RxcFiZlKWbj6m4koILV7EYTdG2joVcnNGDunMePkycP68TjsOzpSpYNsBnrPDYGxwqP8cwlDHeZXbbrJlx024dizmkF8liHiJlZ2duYCJcZVUaI/+6RR49FE+KwpCP98mthp+2+LWdhqnlGd9o057yb1N7dNK2QJEvMTMzg6v0UETQle80M834bSc1hY2LC42xa3tNE4xzwT7uBa43CxEHpFTpZueKi3YJfRpqRye3/Uk4dBxsEFRHGydXmz7tOa+np4tNGM81gI80dO35VRpod+EbvQ5PL+LBcinBcDVKLIsDrZGlbatbF3vx2W6iUs4UiT0tHgPEPEiCKHpsvulrwayqUiqG5ZlcbAlLm2b19vej8t0E5dwpEpe4ArWEfEiCBxo00n78ttpKpKadIw+fY9s37uNxSW0kzqHcPQFErhKiVB0gIiX1JCGqB9QPvtw2GsiMNp0jLbjwLUOhHQSNwWlz3BwzQufiFB0goiXlBBTcHy0acxC5HNdgdG2Y7TVgXKvAyFWhxQJSh/h4J4XPuC0qjExZLWR69VG+VUUrlaGcFwBkcIqGJe0WY2Qz+fz5/V+NdxWNITIe451wBfL0tvWyq0m4Tl2DFhfB/b2+pUXRfjqBzwiq41SJj/ycDkS4abw+zTqMn0JmvymjTnZzOfRiNdGeyYhyh+3OuCLOnXNt8VnZQXY2tLCZTDoT16UYca/T22jS0KdSxD6guuzjfJnvOzv+znzhcPZIX0634bOFtnaan7GSNn5KXXSi77D7QwWDqRc3vLUPWiQY7j6SN10cZFelu8pZxulSn4UuLbmZ1TIYYTTlxEwWU/W14EbN5pbQIpGw3VHZZSmPd5hs5RUy1sRy5bkhhrlm+ECgIsX/T6fK3nLaVFZdZFnKVp7Qqmm0Bd8nSqdV7t9GoH0Ia5k+RgMultAYhytxhDGPjCZHD5hOHR5Cv18zpw/X251tZ1mjvJheOaMWF6SJq+s+zYqLIKTb0ZXyPJx7Vp3C0hsFqsUR3MhWVYvptPq7+R9qEKWp9DP50zVobAu0szFPcdj4POfxzpwd/ebtSSUagp9wZflhTu+R0P50aFwGO4j1MnEz6iaezrYZFm9oM+rvtPFh8omRRYgYZFlvmqc69Os7g/vvFMNAaUC9eGyVNrmUunYlr/5Pjisz0tZU8EsM4C75beJH2q3wLJ6QZ+blNWd0G2Q1PH6hM6rLjz4ILavXMHXgGf+VKlXhQiCTBs1pcxsG5sJ3cYW4U1/I2bkuMmXmUuX3DgL9237+mVOt/Q5UVV3QtcpH3U8lfIQOq+6cPkycOYM9oCnQwVBxEsTygRKjI1tqNOMZXVMvBSVGRcNcB9F7rJzcOjzGOqOyzoe2yCRGzb7piyzd682j5dpo5rTRsvMob53sGyLjZ0e25iGYzaRCov4ysu+lRmZcqlG0qcblqdiZYddjhSp02WjwRgsCkWjljqVP58eTUfGMlpKC18dRt86JhcWpxiswHXpo0XOFjHODixBxEue/5+9Ow+To6r3P/7+VnfPnmSyLySELBAgLAkBwk5AVlllEdkEWYQrXEW8Ki78RFDQey9cUVEWRRQUZYfIvhMhhDVssoQkhISQfZ2lp5c6vz+qejIJGTJJaqa7ej6v5+mnMnU6p07X9HR9+tSpU593oN1QQCnlP6ZNffO2tz86GtbK8I9GpNNE2RNejl8a4vAlsRSVYfDTaaO2p43KvVtyY09tRbU/SvWUWnc7LdGZtC83X5SfP+X+WRaF7viejfA167RRKfm8dFoOPQYb+60lqrReit+WyvFbabFoX0Yjym/HZfhNO1Ld9T277vtgU24qWyLU87LugN3CL3Hdu4B2lzkn1qfcvqFs6rfSctsP7dmY16lv+GtE9f6I8n3WXd6zG6OY79lS+n0UjmujRwf3ZtvI45t6XkpJIY23vYmYxmyUzh9bW5vze9iUb6Xd5Zvaxr5OfcMPRPn+iHIfdtVVYXFSrPdsKX2GtD2uffhhcHPZuB3fopqqF6gGLgc+ANIEk9fcDGyxCXX1Bq4F5gAt4fJXQH2E7V379gCfN935hqZyXpemw15b1PsjqlsMdLRdxbjBXDHeQ5vzOuPynu+sade76w0I43y7j678PZXie2Qzbyq7/fbbF/XGjFEFgSpgKuDC0PIPYFr48yJg5EbU1Q+YEf7fmWFdb4c/vw/0iajNn7230eeFlI6+2Tbmj7m9OkvhjR2VqD/civUhsLEBdnMU84DQla+zq3Xmfi3n/daeUjwgl7JSfI8Ufmeb8Lsrl/DyszBcvADUtVl/cbj+mY2o67bw/9wNJNus/3W4/paI2rz+GzOu+0vc2G+fHf1jbu+DNM7fZNbVWR9uxfoQ6Koel2IfEMrxIKQbSW6cjr6WUjwgl7Iyeo/EPrwAFcCKMFiMX0/5G2HZhA7UNRjIh6eKBq5TVhn24uSAARG0e8N3ld6UINGRP+b2PkhL4cAVtc76cCuHfdMeHRA6R9z2a5R3Ad4YG/u5V85/i+vqTq91A8ohvBwQhpMP2ym/NCy/rAN1fS187hPtlP8xLD8zgnZ/fnjp7PP/7X2QdjT8lLq2bYxDe0tNKfQMlOPvLS6vKaoe2E0JIuX2BSoq5dQr3hEb+N0XO7xEcbXRzuHytXbKC+t36uK6Ns/mjEjvyHPbm/tkQ3OirDtivRRHh6/bxigv++wuor4CYmOvdCilKyOiFIeroaK6wnFT6mnvc687/e2tT3e76jQOf/+bm36Aawh6Q65pp3znsPzVDtR1T/jcb7ZTfkxYfncE7d7waSPnSuubx7rfik47rfS+CXTWN7fu9q0nShv7O9G37+KL6hTXxtTTXm+p/vYCcTvtuKk6+Pdf7J6XzZ6kzsxuBM4Ffu6c+/F6ykcTXD00wzm3zQbqegw4GDjXOfeH9ZQfBDwOPO6cO6SD7WvvttHbVlZWeqNGjepINaVj/nxYsQJ69YKVKyGVgmwWttuu6Lcob1VoY309DBmy+fU5B+++W5qvNS4KvxPo2O8l6t+hbDznonmfd6Se9n7f+ttbW1S/k1LXgb//mTNn0tLSsto517OLWwdAshgbLRFeS0uL/+9///u9YjdkYxmYW7nSDYUhPbPZ+lWwYt67784vdrvaMjC3YoVrPWAGCklx5sbWV8qvtcSNAjCYtR1sl4NscsWK1LsrVrzrgl7MdrXzO5QN2+T3eTEY2Oe9N2LytxerfR4HHfj735ZgfreiiCK8NITLmnbKa8Pl6i6uCwDXztTFhR6Z9soletrnXa+wz33t8y6j93nX0z7vep9zVqNLRDFg9+NwObSd8sL6OV1cl4iIiJShKMLLG+Fyl3bKC+vf7OK6REREpAxFEV6eB1YCo8xs3HrKTwiXkztQ1yOAD+xrZgPaFphZJXAUwSR2D216c0VERCTONju8OOcywG/DH68zs8K4FMzsYoI5WZ51zr3aZv2FZvaemV21Tl2fArcTzNr7OzNrOybnv4H+wG3OuUWb224RERGJp6iuNvoZcBCwFzDDzKYAw4GJwGJg3Zlu+gFjCG4HsK6LgD2A44H3zOwVYCywA8El1xdH1GYRERGJoc2e56W1IrNq4AfAKcAwYBnBaaBLnXPz1nnuZcBPgD87585cT119gMuAY4GBwELgXuAnzjldtykiItKNRRZeRERERLpCFAN2RURERLqMwouIiIjEisKLiIiIxIrCi4iIiMSKwouIiIjEisKLiIiIxErZhBczqzazy83sAzNLm9l8M7vZzLbYhLp6m9m1ZjbHzFrC5a/MrL4z2h5XUexzM6s3s1PM7HYzm21mGTNbbWbTzOxbZpbqzNcQN1G+z9epd2szazYzZ2ZPRNXechD1Pjezrczs+vD93mJmS8xsqpl9N+q2x1XEn+cHm9mDZrbYzLJmttTMHjOzL3VG2+PIzCaY2SVmdo+ZzQs/BzZ5HpUuOYY652L/AKqAqYAD5gP/AKaFPy8CRm5EXf0IZvJ1wMywrrfDn98H+hT79ZbCI6p9TjA7syO4p9VrwN+BJ4F0uH4KUFPs11sKjyjf5+up++nwd+CAJ4r9WkvlEfU+Bw4HGsN9/QrB7VAeAz4FPiz26y2FR8Sf5xe1+Xx5Pvx8eb7Ne/3nxX69pfAA7gv3x1qPTayrS46hRd9pEe34wgHwBaCuzfqLw/XPbERdt4X/524g2Wb9r8P1txT79ZbCI6p9TjAr8y+BLddZvzUwJ6zrymK/3lJ4RPk+X6fes8P/f4PCS+ftc2BboDk8AO+1TpkH7Frs11sKjwg/W/oTfAnKAPuvU7ZfWOZvTBgq1wfwfeBygpsfDwr3jdvEurrkGFr0nRbBTq8AVoQ7Zfx6yt8IyyZ0oK7BBHetbgEGrlNWGX7o5IABxX7d5bLPN7Cdk8N6Zhf7NRf70Vn7nOD2G8sIvv1PUnjpvH0OPBQ+/4vFfm2l+oj48/zI8LmPtFN+f1j+5WK/7lJ7bGp46cpjaDmMedkb6AXMdM69vp7yu8LlUR2o6zCCb0BTnHML2xY451qAyUAC+OKmN7csRLnPP88b4XLIZtZTDjprn18LVAPf2Iy2lavI9rmZDQMOBWY55x6KrollJ8r3eUsHt7m0g8+TDeuyY2g5hJedw+Vr7ZQX1u/UxXWVs67aTyPD5YLNrKccRL7PzeyLwEkEp+U+3Iy2laso9/kkgs/bF8wsaWZfDgc0/tbMzjez3pvZ1nIR5T5/iaAX50Az279tgZntRxAmZxCMq5NodNkxNLm5FZSALcPlvHbKC+uHd3Fd5ayr9tO3wuX9m1lPOYh0n5tZLfA7ggF0v9y8ppWtKPf59uGygeBgucc65T83sxOcc09vXBPLTmT73Dm30szOBv4GPG1mL4T/fyiwF8HA3a865zKb12Rpo8uOoeXQ81IXLpvaKW8Mlz26uK5y1un7yczOBw4i+Ob0i02tp4xEvc9/RvABcr4+vNsV5T4v9KycQzBw9xSgDzCGYIBjH+Dezb3kvQxE+j53zt1DcIXXUoJTUieFy9UE47w+2eSWyvp02TG0HMKLlBkz25dgLFXWh2QAACAASURBVIYDznLOzS9yk8qKme0KfBP4i3PumSI3p7sofNYmgfOcc7c755Y75z5wzp0OvEww1kNjjyJkZt8BngCeIzhVURcunyK4uuae4rVONkc5hJeGcFnTTnltuFzdxXWVs07bT2a2A8FpogrgW865eze+eWUpkn1uZkngJoIerf+KpmllqzM+WxqAO9dT/qdwuf96yrqTyPa5mU0C/heYDpzonHvLOdfonHsLOCFcf4SZHb55TZY2uuwYWg5jXj4Ol0PbKS+sn9PFdZWzTtlPZjaCoCu3N3CZc+43m9a8shTVPh8KjCMYBH2nmbUtK8x+OcHMngFwzk3a2IaWkSjf54XnfOzC60bX8VG4HNCxppWtKPf56eHyXuec37bAOZc3s3sI/hb2Ax7e2IbKenXZMbQcwkvhctpd2ikvrH+zi+sqZ5HvJzMbDDxOME/Atc65n25688pS1Pt8UPhYn3rUAwDR7vPCZb/tXVXUJ1w2tFPeXUS5zwsHypXtlBfW60qv6HTZMbQcThs9T/AmHGVm49ZTfkK4nNyBuh4hmHFxXzNb6xuQmVUSzC2QJ5hsqjuLcp8TXib6KDCKoPv821E0ssxEss+dcx8552x9D+CA8GlPtlnXnUX5Pn+BYNDoIDMbs57yQlhc39wm3UmU+7wwxcKu7ZTvFi4/6nDrZEO67hha7Jn8IpoNsDCd9PNAbZv1651OGrgQeA+4aj11FaY2vou1pzYuDCC9pdivtxQeUe1zgnOjL4T/5x9AotivrVQfUb7P26l/Eppht9P2OfDDwv4FerZZfxDBFPY+sHuxX3OxHxF+tnwpfH4OOHKdsmMIDqJ5YEyxX3OpPdjADLulcAwth9NGELzZDyK4dn+GmU0huAx0IrAYOGud5/cjuERx8HrquohgDobjgffM7BVgLLADwYRGF3fGC4ihqPb5z4E9CT5EcsAf1xmHAYBz7swI2x5XUb7PpWOi3Of/Q9C7dRDwgZm9GD5/D4JZR3/knHupM15EzES1z+8jGBx9IjA5/CyfDYxgTW/Mj5xz73fGi4gTMzsCuLTNqopw/Ytt1l3hnHsw/HfRj6HlcNoI51ya4EPhCoLry48leLPfAuzinJu1EXUtAXYHfkPwC/wSwSWMvyb4VrQs0sbHVIT7vHC+OUEw98UZ7Ty6vSjf59IxEX+2ZAmmRf8+sIRghtcdgWeBo5xzV0ba+JiKap+74Ov+SQQ3Hn0OGE3web4VwWmLw7XPW/UnCIeFR+EbZNt1/TtSUVcdQy3szhERERGJhbLoeREREZHuQ+FFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYiWS8GJmE8zsEjO7x8zmmZkzM7cZ9fU2s2vNbI6ZtYTLX5lZfRTtFRERkfgy5zY5Y6ypxOw+4Jh11zvnbBPq6gdMBUYDs4BXgLHh4wNgT+fcss1qsIiIiMRWVKeNpgJXAEcDg4GWzajrVwTB5R5gjHPuJOfcDsBvgG2AazazrSIiIhJjkfS8fKZSszRQubE9L2Y2GJgH5IAtnXML25RVAnOBPsAQ59yiCJssIiIiMVFqA3YPI2jTlLbBBcA51wJMBhLAF4vQNhERESkBpRZedg6Xr7VTXli/Uxe0RUREREpQstgNWMeW4XJeO+WF9cM7WqGZvdNO0TZAM8GpKBEREem4YUCTc25QMTZeauGlLlw2tVPeGC57RLAtL6xn+wjqEhER6W6iOBZvklILL5Fzzo1d3/qwR2b7YAiNiIiIdFy+qFsvtTEvDeGypp3y2nC5ugvaIiIiIiWo1MLLx+FyaDvlhfVzuqAtIiIiUoJKLby8ES53aae8sP7NLmiLiIiIlKBSCy+PAD6wr5kNaFsQTlJ3FMGJtoeK0DYREREpAUUJL2Z2oZm9Z2ZXtV3vnPsUuB2oAH5nZm0HFP830B+4TbPrioiIdF+RXG1kZkcAl7ZZVRGuf7HNuiuccw+G/+4HjCG4D9K6LgL2AI4H3jOzwo0ZdwBmABdH0WYRERGJp6gule4PTFzP+onrPGeDnHNLzGx34DLgWOBLwELg18BPnHMrNq+pIiIiEmedcmPGONA8LyIiIpsqmOdlY2/AHJVSG7ArIiIi8rkUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYUXkRERCRWFF5EREQkVhReREREJFYiDS9mVm1ml5vZB2aWNrP5ZnazmW2xCXUdbGYPmtliM8ua2VIze8zMvhRlm0VERCRezDkXTUVmVcDTwB7Ap8AUYCtgd2AxsIdzblYH67oI+D/AAVOBucAwYE/AgCudcz/azPa+A2wPic2pRkREpBvKA+Ccs2JsPcrw8jPgRwRh4xDnXEO4/mLgauBZ59ykDtTTnyCseMDBzrln25TtBzwGVACjOxqG2tmOwouIiMgmKW54ieS0kZlVABeGP15QCC4AzrlrgDeB/c1sQgeqmwhUAk+1DS5hXc8BjxL0vuwaRdtFREQkXqIa87I30AuY6Zx7fT3ld4XLozpQV0sHt7m0g88TERGRMhJVeNk5XL7WTnlh/U4dqOslYAVwoJnt37YgPG10KDCDYEyNiIiIdDPJiOrZMlzOa6e8sH74hipyzq00s7OBvwFPm9kL4f8fCuwFPA981TmX6UjDwrEt6zOqI/9fRERESktU4aUuXDa1U94YLnt0pDLn3D1mdjhwB8EpqYJVBAN2P9mURoqIiEj8leQkdWb2HeAJ4DmCU0114fIp4HLgno7W5Zwbu74HMLMTmi4iIiKdLKrwUri6qKad8tpwuXpDFZnZJOB/genAic65t5xzjc65t4ATwvVHhD0zIiIi0s1EFV4+DpdD2ykvrJ/TgbpOD5f3Ouf8tgXOuTxrel3226gWioiISFmIKry8ES53aae8sP7NDtRVCDor2ykvrO/dgbpERESkzEQVXp4nCBWjzGzcespPCJeTO1DXgnDZ3iR0u4XLjzrcOhERESkbkYSX8LLl34Y/XmdmhTEuhdsD7ERwe4BX26y/0MzeM7Or1qnuvnB5qpkd2bbAzI4BTgF84N4o2i4iIiLxEtWl0gA/Aw4imItlhplNIZjXZSLBjRnPWuf5/YAxwOB11t8H3AmcCEw2s1eA2cAI1vTG/Mg5936EbRcREZGYiOxSaedcGjgAuIJgvpdjCcLLLcAuHb2JogvuFHkScDbBpdKjgS8R3KH6IeBw59yVUbVbRERE4iWyu0rHje4qLSIisqnK4K7SIiIiIl1F4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiJVnsBoiIbBwDPDyrwvOqSCVq8SyFZ8F3Md/55PxmfJfFuRzO+Th8cD4AjmxQjfNxOMAHXFFeiYhsGoUXESlRQUgxS+BZNalkD3qlhjLSH8P4nnUcveUCRg2ZR6/+y6iobcaryGJJn3xzBc3Le5FurCGbSZHNpsjmkjS3VJHOpljeXMOi5hreXFHNv1el+cD7gOXZOaSzi3Aui8KMSOkz57rnH6mZvQNsD4liN0WkWzOSmFXieVUkE9VUJnpS6/VlgBvK7rV92LG+hZ0HLGDMmBn03nkmbD+E3JAR5Kvr167Hzwf/cDksl/nshrw2f+t+Hi/dSHL+R+Rea2LWC+O49a0deXlZlve9GSzNzCKTW4nvmnEuD+Q7bweIxFLwN+Gcs2JsXeFF4UWkCxlmKXpXb8fX++zN1ye+xLBzPiHfbxD5ut64VA0uWYlLVoKXwHmf7Rw2P7f2ijC0mJ9r/Td+rjXMOG/j/sYt30Jq0Rxs+gcsen4sU9/egetmVDOdaaxumUveb0BhRkThpSgUXkS6jlkVfaq349See3HJIU/T9z880iP3hFQdlurR+jznclAIJ34W2v68rrbrXa41vLSGmDYBBtqEGC+5di/M5/HzWK6Fypmvs3pykj89fCi3frqad7PPkskuwtFO20TKnsJLUSi8iHQ+swp2rTqJh06bSo/z62nZcjesqj9YEvOSmAU9K84FIcD5uSCwsJ4g01ahLHx+a3DJtWC5lnBdoRcm3xpWnJcASwbLQq9Oa9nnDwE0P0di9UKSz/yLe2/4CpfNbGJG+hly+eWbu5tEYkjhpSgUXkQ6j2e1HFF7Ord9/QHs4klQvy1eogqgNbC05doGFsIQA+Bya0KMn8XSS6ic/QpMncm7j+7N258O5e0VPfioARZnsix3jTR7zaRcBRUuRS+rZr/+CY7f7t9sfdhUbPxWZAcMC09JrRNk1hdi1tNDY7kWUgtn0PjHlfy/ew/nhiV/J5dfgU4lSfei8FIUCi8i0Ut4vTit/jRu/OFNpM84G692GJ5XhYWBoG1wKQSV1p/9NQHGz6dxmeVUvfMQuUcXM+XRA7hz9iCebf6Iedk3yGSX47s0G74yKLys2quhtmIQo7xduXB4JV+c8DL9D3gPf9ttyNcPwCUrcInK9oNMm5/Nz2G5FpLL55J8/WUuvuQ8bl/9Isua3sN3TRtoj0i5UHgpCoUXkegYSS7d8lwu/fXfadrvTBLVg/ESVevtZWnLuRz5XAMsmU7Va4+z8uE+PD11IvfN7c3z2Q+Z2/Qivt+II09UocBIkkj0oFflVuzkJnDooARHjnmXMV99ifyobcj37BcMHG4TZNY9pWR+DnItJFcuIPHcqzz7t6P4xVv9eCH3KOnsgjZzyEAQsIis/SKlQeGlKBReRDaPWQV7VZ3K45fcTfbCM0j12BqzJN46gcUPT/34+TT5VTOoefJWpl53EL96axhPZaewovldSuGUSyHU1FVswdaM59iBNZyy6ysMPfpNMhMnBT0zycrguYVxNbkMyWWf4n06j/ysLOn5fck2VpPPJfHzHpl0Jc2NNdz25k78adnbLGh6Tb0zUiYUXopC4UVkUyUYXncA/zpyMT2v3Z1Ez61JJOvwLIlZAufyawUWf/lbvHXSUr7/yiCmZSeTzS2jFMLK5wsu6U4mejGsclf+NsEx4awnyO08gXxd7+AZuQyWy+Bl0ljTarymBsjlwAvvulJYLl1KdkYFUx86kJ++2Zep2Qdisg9EPo/CS1EovIhsPM9qmbzL4ex3rwf9xpFM1beGFoC834KfT8Psf7L0smV8/Z8TeSJ9F7n80iK3fHMYyUQfRlbtxbkDB3Pu0Q9Se6hPbshWQWkm3WauGX/Nfyusy7RgK5fj5q5i/pSd+PnTe/G3VY/Q2DIL9cBIfCm8FIXCi8jGSDC0bl8e2cdn2B37kKoa1HqKqNDbkss14C96kV/t14cr5z9EOjO/7OZBMZKkkv0YUTmRrw0YxHlHPkzdkXny9X3XPGc9AQbfx2tYBfMXsfr1odz44GFcOvce9cBIjCm8FIXCi0jHJBO9+d7gk7nsr4/TPP5EKqqHrre3peEbN7DN7QlWNr9P9zggJ0h4dWxfdQgn9O/L7v0Xs+1WH1E/eDF1ey/BHzZ8zVPDQOM1NcDiJWQ+qOGC607hjoYHaW6ZV3YhT7oDhZeiUHgR2ZAE29UezdRzX8J+dDSJuhGfGduS99PkWpbA5TdQ/78N+K6x2I0uksLnt0dVxWAuHnA0Pz7nryQOHhKsDsOL+T5kWrDVK2l8ro5f3XsUv13yMkub3sK59dyPSaRkKbwUhcKLSPsqU0O4bvQhnHzPx+SHTSJZUU/Cq2ot98NLnN3iV/jXcXmOnv4c2dziIra4tJhVsUP1UUz73mOk9qzDr+sJvr/WKSVbvoT8e2nu/9txXDpzFR82P4PvN6BxMBIPCi9FofAi8lmpZH9+vMXxXPRSHq/HiNYBuQVtQ8trX2nmoJdeVGj5HMlEX07q+RWuO+M+ag/O4fesx3wfl0ziKqqwXBZv1XLyry/j1lu+ws/mzWVu49Ru3IMl8VHc8OIVY6MiUmqMA6rPYeWPM1z0WopU7x2pqOjXGlx8lyPvp8nnGkhN/wuX7NafSS88rOCyAbn8Uv62/AZ2v2kX/n3tdnizZ61V7lfVkhswFNt3K8784W3cMSHBxKoTMD5/cj+R7k49L+p5kW7PuGjwN7ji+Xm4/juTrOzXeoqoMF+L83P4fhpv7tPsvEsFHzY+WOQ2x41RWzmSnw87kPPPuQ1vz6H4db1wXgKXTOGSFXjpRpKL5rHoL33Y9b6eLGh6FefSxW64SDvU8yIiRWIk+dXoc/jpmz7ekP2prB76meDi59PkmuZSdcf/40vjRyi4bBJHY8tMLp71d076+Zk0398Y3u16zUdwvq43ma22p983cvxlhwHsUH0UnteDNYOBRaRAPS/qeZFuyqyChyYcxV6PDiHVY+v19rbkcw14n77AW2cbk6a+QUt2fpFbHX9GkqF1+/H+d18hcdAWa24M6SVwiUrwklTMfZtlf/C4ZPKB3NX4CE0tc3Q5tZQYDdgtCoUX6e5mHDORAX/ai1TdiPX2tuSbP6Xmvt9wxIVn8VjTH+kec7d0FWN07ReZPGkFo7/xIZnRO+GnasBL4pLBPZQSqz+lcsoT/P3qU7jio+W6GklKjMJLUSi8SHfWt2Y8s+bsQbLH1iSTdWv1tjiXg0+e442v+Rz44nT1tnQaozI1mB8MOZofXnITuf32Iddri+DmjxX14KWgZTkV899kyS/TfPeRvXmg+SGaWuagACPFp/BSFAov0l0Nrt2bOQ98Qnbvb+IlqtYKLfnsCmqm/pmhxw1jYeM0dJDsGgmvF+f2O43f/OIG0gceg99nDOZVYV54tVeuAW/Z+/D7KRz+6yPDG1wuQb8fKR4N2BWRLuJ5PXj+sBaaxx3VGlyAtYLL+aceq+DSxfL+Sm5YfBO7XXgi+V+9CC3LAYL7R3lVJCv6wYAJ+N8/lYcvmsyZvb9MVcUW6MuXdFcKLyLdhvG1Pl9lwC8H4VUPXhNc/Bx+roGaKX/kzK8cy81Lb0LBpes5l+GNpjsZc9Mwah68Cdf8aWuZeUkSyToS1YPxv3UkV595FyfWHUNlaiC6Gkm6I4UXkW5iYO1Err/qevIDdiKRrGtd7/tpqp/8DSedfBx/W36D7rFTRI4cixpf4bgLz4Gr7ie/akZryDRL4iWq8HpuDd/6Atee8k/2Sx2JZzVFbrVI11N4EekGEl4v7ti5P81HnEIiVd+63vk5KqfeyDGnfpl7V92ky3FLgCPHQ023c8L1R+KufBh/6XT8fDBZXeE0kvXZgYqLduQnu3zCwJpx6PSRdDcKLyJlzkhydt/T2O2mVdBjBNbmXkW5xtkccuQXeKjxDwouJSTvr+Kp9D84/Y9HkrgxCDD5XANA0PviVeEP3IWJ332Rr/XeOTx9JNJ9RBZezKzazC43sw/MLG1m883sZjPbYhPr28rMrjez2WbWYmZLzGyqmX03qjaLlLvK1BBuGXsK//fcu2SH7U0iVd96BUu2YTbHDG3imWbN4VJ6HHl/Jf9svJnRV2/Pi8elSb55G9n0AiAIMIlUPc0HXsBPf/1XvjXgWMyqNlCnSPmI5FJpC/5qngb2AD4FpgBbAbsDi4E9nHOz2q3gs/UdDtwFVAOvATOAvsCOQKNzbnQEbdal0lLmEtyw7Vc5469v0bLVnnjVg4NTDmF4mX3MnYx9eEqR2ygbYlbBFrV7ceuOPdnzt/PJjz2l9UoxP58m3zQX/7L7GXvzcD5teln3Q5IuUh6XSv+YILhMBbZxzp3knJsIfAfoD9zc0YrMbFvgHqAR2Mc5t6tz7mTn3CHAFsBXImqzSBlLMKb2SM64dTotQ8djFb3XCi65zAp2fHR6kdsoHeFchk8aX+TMt5p44+K+5Bpn41yudQCvVfan4sIx/GDIGAbVTFAPjHQLmx1ezKwCuDD88QLnXEOhzDl3DfAmsL+ZTehgldcAVcCZzrkX2hY453zn3Cub22aR8mYMrzuAF896nZZh46CyN16bq4ucn6PyD1fg+6uL2EbZGM6l+bjxX5zzck9qXrmHbHpB61VIiWQd+SF7cv7Pb+eq4aPZsnYfBRgpe1H0vOwN9AJmOudeX0/5XeHyqA1VZGbDgEOBWc65hyJom0i3U5EcyEtfnkvy2+Ohqj9eRX3rIF3n5/DnP0v99wYXuZWysZxr4d/px5j8/X2pmPkkucwKzJLBHDCpepoOuYBTr/onV4/qHwaYimI3WaTTRBFedg6Xr7VTXli/UwfqmkTQphfMLGlmXzaza83st2Z2vpn13sy2ipS9E3ocR82Pt8XvMQRL1q19dVHTXE7feQjNmY+L2ELZNI68v4pvf7iEuT8xbMkb5LIrgHASu8p+NB1wHsdc+RS/GDGIwTUTFWCkbEURXrYMl/PaKS+sH96BurYPlw0Eg37/AXwTuAD4PfChmR2wMY0zs3fW9wBGbUw9InFgVsE1xz6Fq+oJqR7BmIgwvOSzK3jqC59y3+rfF7mVncUwq8CsCs/rQXkOxnfMbZzKOY+PxV33L/zGua1zwBSuQGra92xOuPJRfjpsNH2qx2IkN1CnSPxE8a4unExvaqe8MVz26EBdhZ6VcwgCzCnAIwSDfi8FTgPuNbOxzrlPNq25IuWrrnI4fQ/+iKbKg1t7XZzLkV/5LoeN8Jna/PdiN7HDPK8Hrx64O9te3URm0A7gcliuBS+9Cq95BYkVi/FWLIPlK2g+8MTgbswh83Pg50msXkDFv57l1mtO57/mvM6ypreJ+2XhvmtkSvpWxv5+H+6Y9hE7X/cWua0OxEvWhWG1H80H/Cen3v0kO/7HQE57dQgfNj6Ebvkg5aTUJqkrtCcJnOecu905t9w594Fz7nTgZYLxNd/oaIXOubHrewAzo2++SHH1Sm6BP2x4a6+LcznyTXP54c41TG3+c7Gbt0GVqSFcP+YsMk9uxfKFpzHy9m3IDBkHLoeXXkVq6WwqZ75O6t3Xsekfkn2thZa9Dl0ruLTyEuR7DKL58JM48dEmPn00zaJzRtKzagxxvx+Qc1nmNb7AGa8mee0/elH1ym3BZdO5jSfRqQAAIABJREFUBpzLkUjWkdtyf3b5yXtcsmV/El7PYjdZJFJRhJfC1UXt3WCjNlx25NKGhjbLO9dT/qdwuX/HmibSnRhb50eTr++PecHVJvmWJfx2QobrFl5X5La1r2/NeKbudzjNb+zJovnHcPILtTSPOwq8JPg5rGUllZ+8RdUz95O9bRYf3zCEt2/cg0f+dDypXavxa9YeCmd+m5mCveDUkfOSZIbvTPUPt2fpncv44OiJ7FhzYozHhDica2FG0+N8ZXojt1+4D96nL+CnF5PPrsD303jJOponfJkzLr6VUdX7xfi1inxWFKeNCiP/hrZTXlg/pwN1FZ7zsVv/7HkfhcsBHWuaSPcyaUCSbP+t8cL5XO7bewE/+ujWIrdqXUbfmnFcM2JHTrnmSZp23QeAtW4H6efAz5FYNZfKN55n5eMDeP6l43l+UV8+aTJWZfP8bK/3yIwOrgNYK7D4n39aKD9kOCMumMtrp71Fw5RB/G7y4fxiwVOsTs+I+HV2tiDAfNL4AhfPXsn+P4L+P82Q6z0cP1EVXCJfUU/T0WfxvWuyXDhzAOlMe0MTReIlivDyRrjcpZ3ywvo3O1BX4VLr9q4q6hMuG9opF+m2zFKcu/9zWO0JmCXxl7/FGe/cRmmMdTDG1hzH8+dOI/GtCfi9gnH+TRy39tPCEGLZBhKrF2B/n8bTDx7MfXMG80TDx8zLTSPvZ/Bdlr/vkcNr2gb8PC5ZAYXLwb1E0GvjtRmw6+eDXpx8C+QykMmA76jb7VO+t9Mf+G4abvj1OfzXRw/Rkp3fJXskGg7nMixreouTJ5/KrZl3GXLFDPK1fXHZBvxUHVT3pzG3iHRGwwSlfGz27QHCSeoWEYxFGe+cm75O+RsEl0nv6px7dQN1JYEFBCFlO+fc++uU3wicC9zsnDt7M9ut2wNIWalIDmLlqyPIbX0Ufq6BH269siROF53V7wJ+NX05rm4o+Nm1C13bHpMc5NN46VVUzH2blvtXMeJ3g1ja9CbtD7I1jATmVdO7ajSTkntyxT5vMuLnWfJ1vXGJSszPY/kWLJfBa1pFYskCWLoMkgnI5SGTx7U4XGOCloW9ufneo/nOrDvI+ys7a5d0Cs/rwV6VJ3Lnl6fS+5u15Ot646UbeOM/e7HHc48Uu3lSdop7e4Co7m30M+BHwAvAIc65xnD9xcDVwLPOuUltnn8hway89zrnfrBOXT8Efg48CRznnFsVrj8IeIigt2gP59xLm9lmhRcpK6f2voDfza7FknXw0+voc02GXH550dpz//iTmPRIT6gMO1LbCy6F0JJppOqlhznuzFOZ3HATm3NVkOf14JDqUzhqixyTRn3AyL2mk+jThGvxSM/rTz6TonbkfLw+DjyDrI9rMPzmFH66ghUfDuVbk/fnrpU3xuhu20YyUc8JPU7mlkv+RGJ0knO+/lX+vOx64n6FlZSi8ggvVcAzwETW3JhxePjzZ27MaGaXAT8B/uycO3OdulIEIeUgYCHwItCP4N5JCeBHzrkrI2izwouUDc9qabnTo/mw71I17Wa+dsIR/HX57+jqU0ZGksaf1pD9z7PBS60pKAQXF4xlSS14i2VXreIr9+7Kv5r/TFcfXJOJvnx70El8Y89pDNh2NqmBK7EKcOk1AcbPJPEzFUyfOoEDpk6JTU+M5/VgYuVx7NW7lteWZ5iR+JD5Ta/i+w2UxilEKQ/FDS+RzF7knEuHk8f9gGBulmOBZcAtwKXOuQ6PEnPOZc3si8C3ga8S3C4gAzwL/J9z7p9RtFmknOxVdRJNhwwKBup6Hu+nV1KMA9Xi84aT/c+jgx/aBhaAXJqV33yZMfcuoznzCcGHX0eGwkUvl1/K/3zyO66+u5ZvDz6D7x76FL3HzoKkw6pyeJ7DEj6W9Bm/z0t8MHAbLntmd25bfhPOZTa8gWJyPoNTNVy03/PkfY+3Z47m5hmn8WjLYzS2fIR6YaQcRNLzEkfqeZHykaDl+W3ITTgX53JUPnctI48fw9yGp7q0Fb/Z+hy++mJ168DZtqeFEitm88sDR3DF3BspxYOn5/Vg4dkD6TnmY6w2j1UAOXA+kDFc1sPlEsx7cUf+47FxPN70R0rxdUAwy/KB1Wdwz/kPUrPTIlyjIz17AM8/sxeXv1PHy5l/ksuvoFTbL3FRBqeN4kjhRcrFL0d+nQveGY2XqMLPp6n8yw+oOM+6dKyG5/Vg+cLTgqt8oPWqocIA3NFjP2Fh44td1p5N4VktD+zyRQ791n1QkQoeALlcMLA3l4esDzmYfvsXmDR1Jo0tpTjXpdGzahse3m0UE/53Hq6iGssFvUWJ2R/w9P8eyqVv1fFqZnIYYrrnMUA2V3HDS6nNsCsiG+k/nmtYc9dol+PSK87r0uCSSvZn5axDgh/8HOTSkE9jLSupeeGeWAQXCKbdP/LVOzn2G2dDYwtUVkFtHa53X+jbF/r3gwF9YGBPxl04lcU/WMIRdecXu9nr4WjIzOcfM0bgrVpBZsvdaRm5Dy2jJtF00NfZ8w7juatu55jak/GsvblFRUqbwotIjCUTvfH6jmv9OTH7UX75yR+6bPs1lVux/L2JwfT8YWDxWlaSWjqL74zvTeq4lbEILm092HA9ledU8eRlweR5VFTi1/XE71mPX98H17sfrm9/kvv35b7r/0R99Q7FbfB6+H4TD63+iNX3esH8NpX98aqCh18/ivzBe3HB9p9QWzmk2E0V2SQKLyKxlaD59kxrr0s2vYAz9hrbZQNKD6s9j+XP1LW579AsphyToeeW91Az9lluWlz8OWY2le8aOezlu0kd+gk7fnF7LJfDVdXi19WTr+9Hvs9A8n0GkttxFxY+Ba8eeFB4J+tSkWdm46Mc/6cvUHPfjQCt7xNL1pHttw37fv1BDqk4mLjf50m6J4UXkZg6oPprNB30dQB8P03ykxe5a+WNXbR1Y9/+4JIpvHQDla88Re3Y5zni1btiNC9Kx7zfeD/9DvXwJ8/AJVP4FdX4VXWtj3zPvmz/f418cvpQqiu2LHZzWzlyTMs/zrQ/HwYuhwsHUJuXhFQd+Z3HcfyWqwhmpxCJF4UXkVhKcPfZj2MVvcnnGvBzDdgdr3RpcNhj4EISyxbxr7MHUH1qddmFlrZWpd+nx+Ww6pol4CVwiUr8VE3wqOxBvqYXPX84lCWXrGZY3YHFbm6rdHYBN7+3FS69eK31lupBtu9wDps0hWSiV5FaJ7LpFF5EYmiruoOoOaNPcDmyy0GumRcfPqDLtl+RHMh+33+a3EuryPvGmMpJXbbtYsn7Kxl8yyxmXBjucy8JyUpcRQ0uVYufqsF9dW9mXf0su1afVuzmAuBcnsfT75Ja9G9c25tXWhK/dgA9DlpFv8pt0FWXEjcKLyKxY3yxdjQtw8bhXA6XT2NNCzn81Ze7ZOsDanen4cke+P0HkRxXxf5HPc7pA/t1ybaLzbkM4x+fwrTTqrBsI85LBo9kJa6iFldRQ/rQY5l6+4McVntesZsL5Pm0+Q2ST/0Ll2tYO8CkepDdeif2TOykU0cSOwovIjFjJNi9b3hj9Vwz5JupfvAfXXQ35ARzH1uNq6gEz8Pv04/ULpW8uaL7fHN35Dho2j956qSeJBoXB3evDh8u7Ilp3vVwJt/1QLGbCkA+v5Jnbj0Gb9VHwdiXwp27E1Xkem3Bl4Y1UpHsU9xGimwkhReRmDGrZOu+i/EyjZBtwJqXMuHbJ3T6dj2vB9n763HJFM7zcMng2/qjl03ib8t/3+nbLyWOHMe8dg/PnBKMF2ntgQkfeAmadzyAUriSx5Hn2n8PoOqlh3H59Fp38naVvThsrxcYULktOnUkcaLwIhIzqWQvdthtOpZpwrKNZH/2Im82/aNTt/nuEXvT/Pxw8kO2bO1lSKxYyn4H7caRr95Jd5yl1ZHjiFfv4he796Bm2gNYrmVNoZ/Hci2Mq/lK8RrYyvFo853c/OMTSCx+E5dP4/x0UFTZm16nGafWb0vCqytuM0U2gsKLSMyMrJhIzcEO5yWwXAtn/fXQTt3eB0fvwcgfrwx6Wrzg27ll0px/6rFMa/5Lp247Dq6c9zuqj4MHDktQ8/I/8dKrwnlv5jCpV2mcjsnlV3DDnBYqHnoC8s3gr7l0OjNkFEeN+IjaikGUQk+RSEcovIjEiJHkl2NSZEbugKuoBWBWfkmnbe+nw89n+A8a1gou+Hn+cvYe/HFJfCehi1ouv5TT3r6V1FHLGLbd+0z+Uj35e2exZ/8VJTIDb563s0/x8C3H4638OLjjdzj2xa/tz7j9X2QrbxymU0cSEwovIjHSs3obDv/eP8nX9m89fbN7zYBO2dbA2j245LancZ4XDEYNw8u0bw/n3Pdu6ZRtfh4jyW7Vp/PsXkfR8qsUmSe3omXqDqSn7UR62k5knt2a7H29afhhX/rVTqA4vQh5VjS/zclv3Ub9LxIc98N7uXbkLiQTvYvQlrVlc0v49fs9qXrzOcinWwOMS9WR2r+Over6YV51sZsp0iEKLyKxYZzXZxKZ8Xu39oI4L8lhQ5Z3wrYSzLtjdnhVURBczM9jmTSTpj5KV49xGV53EJmbYcozb7D7dYvIf2Ei2SEjyfUZTK7PEHJ9hpAdMIzsqLEkv7Qln94xj3vHn0Qy0bdL29lWNreY7NhdOOnm6Xx88hDMKorWFggG7r6Yf4pZf9wOr3npmgCTqCI7dDTHbLmA6tQAdOpI4kDhRSQmkok+fP+oR/Cre6+5qgWYuN2/I9/WJ6duj1/fZ81lwKE5V9V12b2TCn63zdm8//RSchN2w6/rjV9Vi6uoXjP+JpfByzRjfh4Av6qWfL+BHPHfL9B49Sr2rD6DYl1Jk7/tA1pG7k2PK8ey/JsDitaOgKMp8wnXvTyeik/+HYSXcNxLvscg9tznRbZIbo8OCxIHepeKxMTQ6l3pudfc4A7OBV6CbDb6CcZ6b/1x6zgXl0xhfh6vYSXHPzEs8m19ntXfH8DX/vE2fk1P/Irq1lNXlstgmWa8dANeujF4NK1qXZrv4+p6YuO34rnbH+CR3Y6lb814jGSXtv8nfzkB/Bx+3RbYj4/ikd2OpZg9G861cH/D++QenB9cHZULAoxL1VJ7QJo9K7fE82qK1j6RjjLnut8ljgBm9g6wveY2kDgwkny1z3ncdO9jNI/ZJ1jn57BME0dsV89zzX+McGsJsjdBftxOuIoq8H3MzzP/Shh59+tAPsJtrV8y0ZfmG1eQ22XXz5QVTl95q5ZDYwM0pSGXh4okVKTA84KHhUsA34eqKkinee7KfTnrnQY+bnim0+/HZFZF0/TxZIbuCuFdnf2f3E2f3y7o8h6stm36yZZn8v37XifbfxSuMpirJrFiNnO+2cjezyxnRfM7dMfL32VjBJ8DzrmipPGu/RoiIpvErJLelWBNDVhhhtRME6mlc3g5H+1tAQyDXpVrThd5Hvh5Ln5sN+CVSLe13u1bBb/c6ngYMhnLNK9Z7/tYpgVrWAWNDeRmwMwpE3hy5jbMXF3JyLoM4wcsYMSwufTbfhZedTP4weeq1yODbdETV9uDfX/xJh+uWsncv4zj7IfG8Wz6dnzX2Cmvxbk0iedeglPWhDDvx4dy7t8ruHFxca7Wcq6FBxat4kevvELuC4OCnrxEFX51H0bs8QKDn/sCK3iXrgipIptK4UUkBhx5FqeBpcuCyelyLVg+mBQt5VXT/Pn/feO3139gOJNuOFB3yhv8s2l2xFtZH2OH6mM4/9Q7cckeeE3BbRAs0xL0sqxqpPmdvtw++cv8bN4clmXn0JJ7i7zfDAvBZibwplVQkexDVaIXlVZHLfUcVz+cy879K6kdluP6DyI/dARbXNzIY2dN5u3/24MTp1bxYeODnfKK/nH9qRz95TQkq4Lel1Qd1/3yN9x4llGc3g3Hu/l/8eF9ezBsUgvm53AJcMlKUmMdIxjAe5j6XaSkKbyIxIJPTRLoUYflWoKxHy6BX1GFWVO0mzIPv65Xm/ElWS6/+hxy+euj3c5nN0yfmp24fb+FVOyUg0wLNDVCYyP5OR7TJn+By6cP4vncw7Rk/4pzWdY9+DvAzzeSyy+n7V75n6YK3r/6bG497z6qDm2BXIZ8/QD8unq2v2Ih7777HvX/MYrGlpmRv6ofz5nPsS198JNVreuajvgaycRd5PKdcaXYhrVkl/LYB4dwbvo9/Nr+wUpL4vr2p39lEpo8nTWSkqYBuyIx4Fk1J4+aR3bkdkE3v5fEJSpxyQqci7Z730gFY13C8JJ4azq/XfIsnX0061m1DQ/vNogxZ76C69UbfJ9l9/fjW98+m0GXj2TS1Ed5sukPpDPzwvEiHW+PcxkeaPgj//Xn47B0M5bLgp/Hr6ojVz+A3ITdmPf1LGZVG65sI81tnErljJeCSeEK9xVKVrF/Zeffj6o9vkvz3MIKkgs+Du/FFDxcRSV9Kx06NEip0ztUJAaSiVr2Pf9B8j0GBncuDgMMXoKsH+1Jo2SiBy4ZzElifp6bf3E6K5vfj3Qb60ol+3P3ztuzy9lPQa9ekExCYyOXTj6I6xf/hRXNb290YFmXcxluXTkZVq/GcrnWAOOSFfhVddSc0pOT68+K7kWFfNfI6ju91hltcTmwJFfu9nGXX/3UplW8l1sYnI5LhKezvCSuqpbelT5m0V/BJhIlhReRGHDOJzd+N1xFTWt4KVwynYp4VtSz+hwfnDLy8/h3v8cFMx6gMwdv9qjamtcP2o5J33oYBg7AVVVjq1aS/8hx++rH8P2GyLbVnPmYuXfvgDUEl1VbLoPlMjgvQa7PYG6573GG1x0U2fYKvnfX4UFo8ddc3bTD9VmG130h8m11jKPBWxlchZWogmQ1WBK/oorB1Wk804gCKW0KLyIx4Lss+D6u8C055LwEDj/SbX174uut/37h0Unk8isirX9d3xn4BbY54nmoqYZcLugNWLmKFe8PpyW3mqhPV/3no7uy7O56vEWfkli1NJjgLhdctpwdMIwZv3yaytSQSLf5UPN0vEzjWr0vuQFj+enwgRRr3pe0a4DmJkhWY5YEL4VfVcfQutUkdJsAKXEKLyIx4FwuOMCGs+oG3fyJtYJMFIwkI09+LRhLk6xg3+MfjrT+dXleD759/ANYD4NMBrIZyOUg67N0QX981xL5Nh9suJ5BN8/ksJOPI//EJySWLcQrXJLtJchN2oeZJ/aLdDr/hc1vklg5P/ihEGAsySkX/RWzyvb/Yydqyi/Fn5cJgkvhtFGqlhGDPqUy0aMobRLpKIUXkRhwLoelw+tnCoMrvSTOS4S9E9FIJnuTH7VNcOVJsgLbdzQVyf6R1b82Y1zlUaR6NUCLg3RmTYBJeQzdbiZ9q8bQGRNJOnI82XQTA68aSObxlVh6zTwvzkvQ7zsV/H6b0yLbnu83kHrj5TUDdsOejubDT6J/zU6RbWdjtORW0zR7cNAcL4lZEldRQ79h86lK9EL3OJJSpvAiEgOOPN6yJa3BpcDLNgVznERkROUe+HXhHZAtSb5nX75Ue1xk9beVTNSzVaoXK2YOxW/2IOfAd8E4jJoqqob+//buOzqO6nD7+PfOdhVb7r3hBrYpMaaZZkoCmN4TWmgh/CAhCSnAS0ghCYQUQmghhJ7Qq+kdg216M8a4dxt3W7LaarU79/1jdlVsGcvWSOuRn885cwbNSHfuDvLuozu3rOasjqMJh0pa5foA5cm5nHXLaTgbSiG7NhJOiExBB867awq7FZzu05Usj/75tLoJBuuOFvXlwk6bziLcFtJuJWuX9ASoa32xoTiF/VfSiV7o40G2Z/rtFAkEl9RHjft+GDdNeN1yXx+tnNq5r/fIKLuStBtNcPv3XvZ9VIzB+0t/VnoVy5f2JlNaABnrTfPvuhCJ4nS2XLLvRwyNH9SKo3Isz1Y8wNr/FdYt7JgLMZnOPfnkrgk4jj+PUC6Z+yHRJVPrD2RD6JXffZp8tHJYW8uSlT3rvjZOGMJxQjs59HK7ejMti2ynFF5EAsDaWl567ohGo1UAnC9n1D+K8MFZu32BDTXog2HCdPjOWmLRnpv/oW1gyZDJVFHmrGXB2m7UrO2ITeIFF9eFTBqKEvTe8yt+1Kcz0Uh3WusD3rWVjHtiGE7VhvrWl6zM4GHsGTvBl+tsSM5myXWbdoSNnNkfx+RhMUSbZlGZ18pmjBcmCSWw3XrQLRrz1oYS2U7pt1MkECy/mluKU7228eHCCNa30TiGnb79ofefDR5N2S7dCfneqdTi2kqWVb7PrbMLeGvSWCpn98GWudm+L7XgOIT71HDOic/xq57Ht+rjo1mVE+hywAbCL0wmVLG+fpXqqgoe/PYc/AlOlj1eXkPBp8/WD5t2wqQGHcxRhWf7UP7Wm7mhEJsNv8aEMaE4tb0Hc1zfChyjEUey/VJ4EQmIxckPic2rXxjRhuKkR34LfBwqvfrDXRp9bZ0QNtp6o2GsreGDzGvcO7eEiZPHUjp1J9xVBsprIFkD8SjRHus5afhsusdH0ZqrwFfWzKPDVV0pvb2a8KqlhJbMp+qZFPOX92GnwiPxI8BU1sxn6p9H1LegZffX7j23xWVvi4UV9XUwTrbfixNidU2sLtSIbI8UXkQCIpMpo+qZVN1f7Dhh0h39nY9k0rTd6hZ8zLW+mKoKatKtNdeLJVm7gjdqX+bWWcU8O2V/Vn28C6lFHbFrvbltTMylz8DF7MYIjGm98AJQU/s1fR9YzR0/Oor/Xn0iR9x5KLuP+Ir3vzeXjoldtlzAFlkuf78/TvnXjY7udskHbT/brnHYUJvBVC0nk67AzSQhOyR/TTKCpbZt6yOyFRReRALCkuGlN8fV/9XuhHETnX36UAVwqEyHMbk5T9w0JlNDetL6Vp2oztoU1TVLmVz7ArcvTPHgB/vy5aS92PDlQNxVGWx1iNrqOCWRUJvMiZLOrOXHc+7lotkTGBgtovPuc+l0wAIeGjHCl/InJx8h/s4L4NaHg+TeRxGP+htEt8TaFC9W3sUvdu9A4u3byJTNwGaShKo2sKjS+L5mloifFF5EAsPyyMLiurVxMN7okPcO6exL6QZDx4g302wuIIU3rOGHN59Fay4PAN68KzW1K/ki9Qp3rVrKv74cwjPvHMj6qYNJlxaxeElf5tZsyK4k3RYyZDLlnDSgDKe7A9Ewh53+vC8LN7q2kjduO75RR2u3qA8HR45qcdlbL8Odq2+n40kJnj7UJbT6C0ILZvF5zQpa+/+5SEsovIgEyMT020RWz2l0bMjPFuPXSJyCSMpbsBBvUcbQjGn8b/3dvpS9ZRnSmVIWVE/m6aq3uHVRDf99+yAWf7YLE+YPYob7XhuGFzAmxtgRX0I8Co6DU1hLz4I9fSn7mi+zo4tyrS9OhP8b1rrLMGyepapmIed+dT8dh7/HnueMZ0by1TzVRaR5FF5EAmRDcj7OS9lOu07Em0iuay/i0T4tLrsgNoBxR72JGy+sPxgOYVqxk+ymMmTcCjYk5/NV6i0eXFHOvz/dg7fXVlJduwo/OydviePE6TxsMTje26SJwinFe/hS9ic1z0A62ejYUec/QWt2SG6OjFvGF1WP4rr+zdos0hoUXkSaYafCoyhb/X+UrfwBC07Zk44Jf/o/bC1rk/zhlvMgk/3gcyKkeu9G+WOVtKz1JcTFXY4gOsaCE6qbsC0zdARX9vm+L49LmlOHkNORLgW7sXf8NI4tOIlxHTvTLZZmdIciDA5+L9L4TUbEDic6KuWFl3AIIoYxXfz5UHfdciKrsnP0ZFtfqk89h46J4b6UL9Lead1zkWa4YXAnTKIXoXARXe7rx9fLJjFgdII1lZ+0eV2eWPc1V9R28FaYdiIQKSK1yxi+33kY96+7bZvKNCbETkU1jScms2kyRZ34zZOTGfPDEzhl6nO4tnLzhWyzEOFQCTvFx3Jq576MH7iInUdOJta5jFAihXUNNhMifteZ3LTiQTJuWSvUYVN/G1ULhUX1BxzDoJJ1eCGx5SEqsnAWtb2/VX8gWsIx8UN4sPqrFpct0t6p5UVki0KMGTYLJxTHCcUJR0uw/b/N18+vp2/RuDavzeLazzaaZj5CumQgd93zENv62MGYGDWuA9XVjWaZtU6IdOfeHPngcmruSPKHgRcTj/b1fVhvyInR3e3GmK7r2f3ADyjefRGxnTcQHpQiMjRFdOdqrr/iTp7e4wgKYgN9vfbmjDtvAjYa8+a5iUQhHmWXETPx622z9pNU4wNOhF/tNd2XskXaO4UXkS0wJkK3YQsbfB3GCcWp3vO7vHFICmOibVqfmtq1uC8vbPTIgUgR6UE7c0jivG0q03Ur+Nvymax8dgiRr+fXz/VivJBiw1HcUcO44pf/4YJOx9OrcD9Cjl8rD2eoqV3J+6kJ/L/ZNTzxzDHULOyCrXTBMRCPQXExpl8hR136JFMOHNzqASYR7Y/pXQLhsLc5DoTDpKoS+DUKZ/77uzeYrK4W3FpG/GRGGz2iEwk2hReRLQg5CUKFyUYzjhoTxjhxeu08r82nUXdtFa89c9Qm6xxlCjpy/V5Lt7FUy9eV7zJuQj9m/7U/4XXLs4e9a1gnRKZDF+wew7jxiju5bVgfuiSG+9iZN0M6s47Z1W9y3aJ1PP7seGoWd4ZU2lsqwHW9AJGIMPLkibwwerdWndStS3Qnb32ldNq7NoDrct+Usb5dY8mabpv8P6z+1nd8G9Ek0p4pvIhskUNtaRE220nWybZGGCdMtHM5Iaet14Cx3Du38ybrHNlIIXuMf7sF5WaYW/ki+01cjjNjZv0qy7nyowncohLMrr047PC3ODQyhlDIr9YXAEvG3cDc6oncsHg9L7/wbWxldqVp23iUUSSUwbTifV9e9Rl2eQUmVVO/WKTr8vdV7/t2jcUVHbz/aBCKbayEs0t29+0aIu2VwovIFqQz67jsnlMwa6djbRq3YQtMrJbu8Z3bvE4TKu711jlq+MEXLSC0awdikZasdkO2AAAgAElEQVTM1GopT87ht7+5iMiKhY0CjHVCuPEi3A4lJA5y+dv4yewTPc7nFZEtrlvB7KpX+OHc6VTP6+GFlxzHwYShQ2FFqw7nzbhl/Ozai6G83Jv3Jp0mM8+yruoL365hralfoDHHhPnFUa/5dg2R9krhRWSLLE9XvUXsuWfIpCvqj7ppnIEFDHeH0tbzc1ib5ItrB3tfZPu92FAct0MJJxSc0OLyb13zBumJKzHp1CYBxkYTuCWd6TF+Ftd9aw1DCg71uZ+GxdoaNtQs9r50si07pn7Icp/Bi3y8XtPuXj+BzELrPTqqTXHlzefh51DtjtEUJhdcbP2+037zfbuGSHul8CLSDBuSc/nf7WfjVi7BzXj9X5xQnMyAoezVOYLx7dFJ8138fo9NJjqz8QIuGbmkxWWXJ+fx57vPJLJ4NrgZTIPNjRfiFpXgDhjI2B+9xmNjKxgTPxX/Hh9BLiRkUhHvS+N4fV6yc64Mu6+Tj9dqWjK1jKcfPBkyaTa82YVbVz3ia/ldElVNn+jZ1dfriLRHCi8izWBtLTcsXk/Bu4+RTq3BummMCVPTfy9O2Gl+mywYuLFPk08TW/rZJsdXVRS3uGxLmr+ueIH5tw8ivG45Jp3yhlC7GXBCDQLMIEb+8GMeP/ZLYpFeLb7uJvVwjdfa4jQIL6kMa6s2fd3+s9w418DKDfz12fG+L06ZcZsOe26JP2tVibRnCi8izbSWpXz8971x1kzHdbMtHqE4Q0fNxHHafnirayt564cDvEcO2ccOTkUZb630p1WiOrWEA99Mk35lBU7FepxUdX2IAWw0jlvQAbdXX/qcNpeTi07AMYVbKLX5HBMj3rWsPrQAuC7H/vgC366xJTPt+7x654ns0rGCEt9W7/YYQ6M5dXLcohJfryPSHim8iDSLwyB3BAMGLiK6fDbuhjm4bhKndD63v3gk6cy6vNTqlGmf13f4tGlM2Xomla/yqXTLqspP+NM93yM0/SucqnKcVLI+xAA2HMHGC7HdenLtwR/Tr3A//On/E6JrbCiRbhu8lpfcXCsVVbxceacP5TdPZWoFGetwxjVP0Nnp52vZiY1W8M4xqWQT3y0iDSm8iDSDwXBk1yK6nbySVJ8RGDeNLZ1B+OHX+cPSZ2jLNXcaqqxZiKmtqP8ArKpmRKQb/vU/yfCX5Y/y3t1H4ixfgklWYpKVOKlkfYBxQthojAEnfcY1/foSj7b08ZEhGu7GuZ12xXSJQKIAG45ATZKeF4+iLe/1i3t+hyNveB8KCymyHXwtu1fX1ZseNGFCyxb6eh2R9kjhRaQZQqGOXHzQZKr2OQ63ZDC2oBe2oBefvDSOVHpFHmuWIfmb9+sWarR9+vGPY98mEvav02c6s5aD332V3/3kDPhoLqEVywitWkaodA2hilJMOuW1wPTpw/evfpiJ+47axhlwDQWxgfxz6AVU/ms1v7/1YWyffrgdSjDJarp9r08b9XXx1N4d4tDrPoJoDCormVU7ydfyew5fAE4InHDdTMYAq59oyVB3kR2DwotIMyQinem271cQ74YJxeu2YTvPznfVOPbB/QhVeH/F13bvR7eDZ3LTTsfh5+gfa1Nct/ReLr/+IirfiuPOWIOZtwBn+RKcDesxqaS3BlC3ruz5/de4dadxxCK9iYS7EQ51wnGKcUwhxsQxJoohXL+ZOOFQJ75T8AOWX5rikhseh/49cbt098oEXvz1OEqrv/Tt9WzJsUUXe6N+std3V9SSSvv7aDDedy3WCXvhBbxFNoGPpo/y9Toi7ZFWlRZpBte6ZDbEvTlVwvUrDRf/uCvcNSePNYMPk4+RvrULoZ/uS6a4J5nR3+KC8x/i9mtPYnrVk75dx9okt6+6G/vwBZw+eDFDh8yjZPBSIv2WYnp0wS3pjI0XYLp35ozzHmHgU0fQv+dyqqoTrCkrYXVVESuqE6xPhUllHGpcKAxbThsxnf6j5pAY8z/o2BFb0B03ngAnhEnX4pSu44TPn/btdWyZ4bErHsRGO2GzHYXXTx2MtbP8vUqXkNfiYsJ1wQVg8qouvl5HpD1SeBFphurUCma+tS87XVgB0frRPKlBh3BQYgTvVN+dt7pZm+TEfx/FK8e+Ts3QvantMoDYnqt4cP917OHzZK3WJrlzzUN8seFETl/dgwO+XkD/IQsoGrIUZ7iLLSrGFhQSGpLiwJ++BoWFEI3WT7GfznUuzk73H4lCOIwNx7BOT9yCouyjlGynXzfJnqcfirWP+vtCvsF+iXMIj3wGm+sk7Lq89uHewEx/L9Slc32rS45NM63Un4UfRdozhReRZnBtkodnDOeaymXYgl5gwhgnDMR54z//I3JWfus3MfkA151/Plc+9TG1XQZQ23cII457G1phpvl0Zj3vJh9lyfL9mLFhZ8av78zINZ3o5U4n1LccOnaEWBxb3BGiMWw47HW4BUzdIofefDHWcerCinUaj1Iy6RTJJ8v4ouox/1/EZhl+PaKyvpNw1h3z/Z5B2ZDp2tMLL06kPsTUJJlu5vl8LZH2R31eRJolw0vrVxNb8lXj1aWdMFXjLyES7pbHunl9Uv6w5GHu/t7uONXrcROdsHsMoSTROv0nXFvJ4oqJ3Lv+Of78VTETPh/N0nd3Izm1AyxdA9Xe7LENwwnhqDe5XW6Cu4Jib56YeCFuNF4/lwtecHFK19LxxpW05eiiaLgHh3/vWa+vTbY+Jl3LR7Uv+Xwlh0yHrtlHRvV/Q4bKl7My+ZXP1xJpfxReRJrpq+SrfPTroVC1vNFxJ96NqheieapVvYxbxqWz7+M7owcQn/EumZJuPDxyuM/rDtWzpKlOLWZy9b1cPu8hvvvKMG5+9EQ+f/gwKt7uhFnyNc6G0uzKzI0XV7QNWlqMm/Hmj6kqJ1S6mtlXJOg4diXRby8G2vIRimFs5GicIYXQoNXFLP/a9xFl4VAJ6Y59wYlgTBiTHW0Ufup1UukmhlCLSCMKLyLNlHEr+PNn/Yktm+ZNCNfgQ6dqv+/TIT48zzUEyDCl+gEOOekoIh++x7jjX+Vb8ZMwpjXDlcW1lXxc/T+uXngX+77zAWfdO54P7jmCzBflmLWrcJLVmNzcMK5bt9ijcTPe8apynGWLKDnSZfdXJ1JT+3Ur1ndzHI7tHfL64WSZdJqn/nyy71fqGOsPkaJN+rxMevIowPX9eiLtjcKLSLNlmJh+g9onFmFry+seHxkTxgkXsegH1XmuX06GydX3c/xlF1K+qCd/3a2KPeOntVoLzMbXzrhlvFDxbw7/cCqnX/d9pv9rNGbl15iqCi+opKq9UUSpJCZZSWjNChb+pQvRU2uoqlnYBnXcVDjUiXCoA0cOm1E3PBvXxZSu47xZU3y/3gC7i9dvqsH8Lrhp/jytK/ma8FAkSBReRLZCRc0i7nnieJyKZY2OGxPG+c3RrdzCsTUyvFR1L+9/+i1GjZzB6xdN5O2xh/PtgotwnJYv3LhllmRqKRPK72Svt77k0kvPZentXXFmzSFUuhandA2hFUvgrTmMPelwhj/3Ltam2qBemxpWeCz/r893GRgfS4/+9S0+xnV59dpDWiVQndyjuH54dDbAmKrlTEn73bdGpH0y1u6YKd8YMx0Y4c86LLLjMAwvPI4v/zuR6u/8HCdU35rhZpL8d/QiLp2dv2HTjRlmHD2WISe9jx3YD7eog9f/5JP5XPv3C/nTkjtou7/yDY5TRI/EboRMhLWp+dSk12PdaizpLf94K+ldeCBfXbiAgp1WcMvN53Ph8c9TcFgGW1CIKVtPwSlhaluhD8raSwYS/vMZmNyCnjZN4qW/Ez2tJq/3Q6T5sgu0WuvfbJhbQS0vIlvFMi85men/Go3Nriyda/p3QnHOf3z7GinStfdK7E4DcDt0wi3oQLp7f9JHjePqF6fx0bhvt9GjJACL65azvHIKSysmUp1ajOuW5/WDunPB7sy78nMKj8zAqL4cOWwGd004hjWPdYYvF7HLmWNbJbhAiA5HVzd+ZAS8e9Oh2DbtoCwSXAovIlspnSnlLx/vAhv1ewGoHXwU+yTOyWf1GrCsW+FNsW+jcWw0gQ3FsKEYbqKEUf8o45FdT27DALP9MCbOop98TWhsFzKdu+F26MTHiwfxqwWPMvChMhI/KWJu5Qutcu2OieGkdhrZaD0ja9P88fNeqL+LSPMovIhstQyPlz9OfObr2EyyccfdUJw3P12a5/rVG/niDGpfWIVJ12LSKUymBmwabJpMcTeOeXQ5Na925/yul+a7qm3I8OWRexE/wPFapIq8VqmL50wk45ZRU/s1Gbes1a7++z77k+6xO8YJ123xqU/yetU9rXZNkfZG4UVkG6TT66l4sBqbWt/ouDFh3AGH56lWm0pn1lN0XSmf/6wrTrLSCzC5OVdsGhuOUtt/OP967m0u73VJfivbRkoSI+nYqQy7cI03s284ipOspDq1pE2u/90DJ2EixY2G2n929SD1dRHZCgovItvAkub2F48kvGYmbibZ6JwxYTomRuSpZk3JsO87r/HiBUO8AJOqbhRirBMi3bkX1z/1Dud2af8tMAeHD+T5T8ZQPm2Ad8DN8Pz5Q2mbRzaGTrvO81Ylz4YX66YZO2lSG1xbpP1QeBHZRvevXkL0o3ew6YrGSwaYMJ8eVZjHmjUlw8lTn+KNiwbWPULCzXiTxGVDTLqkO/9+/m3GF/4wz3VtXZ/YGTy7NMLKxb1xKspI3T6X7375aptcOxLuij14dxwnnl0bC9Z8/1lcW9km1xdpLxReRLbRwuT7fPXAfpiq5fX9XrIfSN1vGkQ41OmbfrzNWZvimE+f55lzhuJUbfBCS8MNL8A8+e4X3DL0QtrfNAKGAxLn88qBGSb8+z76/7OIVO/BFO2zknAo0SY1OLX4VGp3Oanu9yRduYDBT33RJtcWaU8UXkS2UTpTyj8+GUl0+Qxsg0dHxgljuo3hq6O3h+UCGrM2yRnTHuGG08bWTddvNmqBseEoFzw1k9pXenJyh/bRDyYR7c/aSwbw5osTGXBzIcmxR9aNvKIyTTLVNp2s73viRULhIgCsm+bj8UvyNjmfSJBpkrp299eltKWuhXuy5MrZpC45l1BBv7pJ66ybJlNbyjm9V/NM+b/yXMumhFh25gi6XGZwCzp4qz67GW+fkw009pnpFP4uGdAPWcPDu57J8Y8sIZMo8Q41WE/IpGsoHvo61iY38/P++XnvS/jd3L6EI149ale/R0mfp/TISAJKk9SJBNbayqmc9/ezKZj8EJmKBaRTpWSyfWCccBH/XdmPMYmz8l3NJmTo8+A0Dh83htAbH9Q9RjLpVF1/GPA683LSblR9+i3mnzwGyMv71FYzJk7tY4WULzyJY56rJlPcA8Ixb3NC4ISo/dvHFA15vk2CS0FsIL/9sLQuuFib5ge7FCu4iGwjtbyo5UVaKOR05PJeZ3Ld3++j+qCTsfGumEixt/CeEyb+2G+InLv9DoMtjg9l5slxul6S9lphcpyN/rZxXdKPzaf4+taYddY/hjAbFh7fqBXJbrR6Mze9RYe/LW+zOr1/0JHs+up36lrm3EySovivNDxaAkwtLyKBlnHLuHH5g1zy4/OIPfIIsTlvQNlcbPVybCZJ8tCT8l3Fb1SenEPfB2fwlzMPJjxjqjec2s1kRyV5G66LcTNEj+vBvJP24pDEhQ0WodxeWmNCHJA4vy64WCdctzX6rjtebtPgEg51Yvdbyhqtg2WXvKrgItICanlRy4v4xDGFnFj8ff5+5Hv0OWMh6QHDyBR3w2RqKBz+Wr6r1yyxSG+mHDCSXa9djI3GGveBacgJYVJJfn3KQTxeNo/1mSVUplbiukmsrQFogw/nEOFQCb0Su3Ny8S789a93kTzo+MZhZaP6m1QVxQOfbOV6NfbXnS7i4i8HNnpk9Pq+kznu08fatB4i/spvy4vCi8KL+Cgc6sJFXb/LVYdMpmTAciJdNsDBwyjcb1GrTjnvt2OLLuahS58iNr6jF2IAm3uMFM62uLgZQrO+YurdB2GtobS6kIVlJRw+6gsmfD6a/3y9jmV2FhWpZaQzpfgzCVyI7oV7cmGnMVzzw//iHD6AVI/B2Gh2Xp0mwpZ1whg3Tah8BR1HfEw6s36T72ktjimk5uUS0odejWPCuDZNat1ndOn9FOnM2jarh4j/8htewlv+FhFprnRmHY+UT+aUhQPZo2sp8WFrSUcTnFFyFv9dd1u+q9dsz1XcQfENEP9HlE8O68nQXyyBeMJ7HJNO1Y9OqknzxJyhdIul2aPrKs79+4ukew/kYvczLgZMCpxFNcx5YH8enrYrE9au46ua18lkyraqZcYxhXw4biy73AFuohPWKaXWOaHR92zSryXLuGlqfvse3f4zj7Ze+PCGQWdSPbYnsWxwAXBunKDgItJCvrW8GGMSwFXAd4H+wDrgZeAaa+2yFpQ7FPgCiANvWGt9WThGLS/SWhxTSOkvikgc5JLuP4R0p37gZqj47Vf0un82ub9YgiYa7snyi+IUnx4BwMycz6O3nMFP5n9JMrOBqUd1oe81Lm40vlFn2U3/jUWWzqV2UjnhzhVMeWQ8J02dR2n1dLxw4f0hF3I6cNPgUzn3ldXYeIfNhpOGqzPnODVlhO9/iS5/7EJVzcKWvvRtYkycsiUnEes5DgDXpsmkK9iz6xRmVU7IS51E/NMOHhsZY+LAW8C+wHJgEjAQ2BtYDexrrZ2/jWW/BRyM946m8CIBEGLO8WPoe61DumNv3Hj9CJ7o3Y+RuDrYw2MNYRKxvhwWOZL57mrm1r5HYaQbKx+YT+3w3bOdZbP/rrL7pgJMLnSYTA2fnB/jjKkVGBxiNkEPtzuXDU0x/tmkd/+aCChNcWrKiDz4PIVXR/L+mO7yXpfwp8WjcLJ1d22a2pWT6dT/hbzXTaTl2sdoo1/jBZf3gGHW2tOttfsAPwe6Adu01rsx5gJgHPAfn+op0gYyPDL1W4RWLcNGC7wP3lAcIkWkLjqHn/YK9uKHljRVNQt5ruIOplc9RVGkB0fHD8DtM6A+uGQ32zDIgHcvchvUne/dbRVvHVbN20ds4L0zZvHW3x7g2IeXNh1cnHDdRHMmk8SpXEXiy9d4+KAMJQNfIX5VVd7DwS6FJ/KnFz9pFFysTZOY+gYZtyKvdRNpD1rc8mK88ZKrgI7AaGvtZxudnwrsBoyx1n6yFeX2AGYAHwPX4bXsqOVFAmFg0RF8fOZcCi7rS233Ed6Hbe5DOJPkzn0y/HL+nfmtpI9CTkeS91SS2uegTVtbmmg1qW+ZCWNqK3FS1V6QCUfBhLHRAmw4ho0UbXqxTJLI6jkcv88IPrSTKa9ZgutW0Nb9WTYnHu3Lhr8vJ3PxLY3Ci5tJkvzprXS5Y5saoUW2M8FvedkfL7jM2zi4ZD2R3R+7leX+E0gA7WNxFdmhLKl6nxtfOALz1KeE1831PsCdiLeF4lz0QYgbh/wg39X0TcYtI3FBR54/vReRr+c1GVxsw5aYBq0nmDCZwq5kinviJjrjFnTCjRY2Di6ZJKHSBSSveJNBO31Kwa6Tea3qTsqqv8J1y9legosxcT45bBCpC6/fpNXFdZP8741D81xDkfbBj/Cye3b/6WbO547v1twCjTHjgdOB66y1c1tQN5G8yLgbuGXNa9x87/eIvP4mzobF4NZ6H9jhBESKueC9MGd2CvYjpIbSmbWc/sWDFBy+nh/uPZiqG+YRWTkP2KjPSy605FpowjFsdtp+G47Vd8zNJIku/ZQV509l58GzKRr6Cj3umcW6qqlt+bK2guF3/c+l74NjiERKMKZBp2U3jbthDn9brlYXET/48djoRuBnwD+stZc3cX534HPgU2vtns0orxCYDiSB3ay1KWPMOLbxsVH28VBTBgMxPTaS1hOiS8Fu3DRoV757zRPe0gEFvTC5xRszSagt5+ABpXxe9XCe69oaDI4poEN8EGOd/bn7lHco+WkHMsXdiC6bxdM/3ps/zk3xo/5FHDvmQ7ruPxPTKUble52ZMnlfzp4xZzsOKpvaK3E277w/F2fkeRgTwtpMfatLJkns9b8SPXa9ZtaVdiLgo42MMXcCPwD+ZK39dRPnhwBzgDnW2mHNKO8fwE+BQ6y1E7PHxqHwIoFkiEf7cFm34/jDz+4iddJRuJ2H1wcYm4Z0NXNPmcaeb76e57rKtjGc2vH/uOezZUT7H71JcMmkKwjPeY7u+6yhPDkn35UV8Unw+7z4xhgzBrgMeCAXXFrKWjuyqQ2Y50f5It/Mkkwt59/rJnL3nWcTf/dlyFR7oQUwxnuMNOTxXQg5HfNcV9kW3Qv34qG7/0uo72EAWFs/j4+bSWKWvcOtJ+6q4CLiIz/CS27cX8Fmzmfn7ab8mwoxxoTxhkSXAr/woV4i24kMG6pnc/3XC3jr5qMJr5oOteWNA0woQfKBJEaTXgeM4eNjUiTHX0XIqV94sa7VZcMcPjgrzq8WPJDHOoq0P36El8XZfd/NnM8dX7SFcvoCewAp4HFjzMTcBtyU/Z49GxwTCQxLmqWV73LltDiRV9/BKVsM6eq68yYUp+qoi1hzSV+2n1WaZUu6FOxBx5v3qlt0EWjUz2Xh2XM4Yep0rE3msZYi7Y8ff+bletSN3sz53PEvmllez+zWlBK82XZFAsfaJJ/XPMf9/zqbc3s8SvUBJ2ALwESKsxPZJQj//iimTFvE/pNezHd1ZQvCoS68fVAxkU671g2LBq8fk3XTsPRNvj2lSo+LRFqBHy0vU4AyYLAxZo8mzp+S3T/3TYVYaxdaa01TG3BI9tveaHBMJHBct4Lrl6zg3ZsPIz7rXUiVeqOObNobQhyKM+rxHjw7+rR8V1W+gTFxft/vFPrf1XfTx0VumnTZDJ49sSurKj/KYy1F2q8WhxdrbQq4NfvlbdmhzgAYYy7Hm9/l7Yaz6xpjfmSMmWmMub6l1xcJFsvCqne4+rNurLizhNiyaVCzHptJ1nXeJVrCuGfD3LDTRfmurDTBEOacThfwi4enEO6+b93x3OOidHIFK38wjQtmv8P2MnmeSHvj12ijPwIfAGOBOcaYR40x7wN/x1uY8fyNvr8rMBzo5dP1RQLDtZVMqX6AI54fxLSfdybx1RuYquVYm64LMDbRhf97p4KV5w/HW4FDtgeRcDfeP/gwbp4bhb0uq2t1yU3/X1s2gzcPWczOz0+nOrV4C6WJyLbyJbxYrzfaIcAfgCrgBGAAcB/eekeaVlKkAUuaGZXPcOj7C5h05W7EFn1W1wIDeOv7hGMUXjWIzw7fP7+VFQCi4Z5M3n80Oz89gniHXQDqZtHNzecSu+t+zpv5ZXbJAhFpLS2epC6otDCjbC8cU8iRBWcx4bFnSO56MG5hD+9E2lsxOVy+imP2G8UbVVpcPV8S0f58+u1+9H5wf+JFQxpN/Z9xa8ikK3Dmv8DZ+43kyQ3/Qo+LpP3TJHUiOzTXVvJi5b8Zddq+LP/RYhJfvoxTthinpgycMG40wUsTXmF84Q/zXdUdkiHM/O8V0ueRwzYJLpBtdalawqc/LOLpiv+i4CLS+tTyopYX2Y6EnI6cVHwm9176KNFDCkn37I9xM4RK12CWLGb9xP70vncN6cz6fFd1h+A4xVzV5yyunNWPWKzHJuetzVCTXEH8/t/T85ejArUWk0jLqOVFRLIybhmPl/2L3jd25YmfHUR44nuEVyzGrF6BXZsh1qGS2ScM5pIel6Lg3ZoMhbHBPDDiBK74oKJRcMnN6WJthoybJLRkIide8QPWVTV3KisRaSm1vOgDQLZbhmi4B1f2PpFrrr4TmzRULejBynkDmL+8F/M3lLC6JsIflz6qlhjfGEoSI7lx4BjOumMKmbE/I+TEGk1C59o0GbeGdG0pzp//SuG1G8j9FSqy41DLi4g0yZJKr+CPSx7g+TtOxa2OEIrVEommiIXTGKDWNVzV+7uc3OESjIlvsUTZPGOijEmcybzzKjh5cjF2/182Ci6uTdcFl1T5HCbsPYOiP1Si4CLS9tTyopYXCYDC2GD+OmAcZx3/POVfd2fJkj4sKe3MqmSCtDVYawgZy2+XfaR+F9vAcYpZcX5PYn87sVGn3IbBJfeYyMx4mOP225XXqv6DOufKjiu/LS8KLwovEgiGeLQPV/U6hkuPfI3SlV1YubYrayqKqXUdrDWkrUPGGh5aUMCLlXeiD9bmMJzb5RL+89AzuIf9FmNCmzwiAq9/S21tKZHbfk33a4ZQVv1Vviossp1QeMkLhRcJoki4Gxd1OY2rDpvEhtIObKgooiYdwc22vuTeRz5a1YOrFtyNJZ3nGm+/CmIDWXPVetwrriYa7dJkaAEvuCTXf8Zrh5dy2rTnNQGdCKDwkicKLxJUxkQZlTie3w8LMbzXMqw1uNbgul4Xtlg0RTSW4lev78WTG27Pc223R4YzO13CHZ+tINr3iG9sbXFtmlT1Uk7puYbXqu5G/VtEchRe8kLhRYLNG4l0avHJ/Hrs50RjKULhNNFoimhhEhPKUFNRQJ//zsdbvUM8IZaeMZKSu8/aYmtLxk2SWTGZ28eVcMV89W8RaUzhJS8UXqS9KIwN5jd9DuPC77xOvPt6cA1ubRibCWFdQ7oqzuK5gzj5vSgLqt7AWwh+RxKic8Eoph4HHe48mkTh4EahBeo75OYWWLRL3+T+8T348dzH9JhIpEkKL3mh8CLth2GXwhOY/P3PSHRfj5sK49Z6W21lglRVglRNlHA4TWHXUmqr4pz68AFMqr6/HfeJCRFyihiWOJTXT5hL0W1HkSge3mRogfqWltqqpSQe/DtjfnkKX1Q9gR4TiWyOwkteKLxIexIJd+PhkYdz2EFTcCJp3NowNRUFVJYVU12VYPKCIbjWMH6PT+nUdyXRTuXUrO3Av589mptWTmdF5QcBDzIGY2IURPswwhnLTwbDSac8S+1l55PoOGqT0AL1wSXj1mBtGjP9Qd68sB8nTiPcomAAABZMSURBVJ1MKr2irV+ASMAovOSFwou0J4Yw+yfO4az+0K9oAyUFVcQjKaw1VNbE+dlnxQDs26ET54+YzbAxXxDrsw4TccGBmsWdeXLCeG5dkOHz1EukM2vz/IqaI0Q4VMKI2OGc2r0TZ+75Mf1O/pKavQ/H9h5LLNajydACjR8TpWtLiX5yP8cccTCvV90T8BAn0lYUXvJC4UXaF4MxEYyJEQt3oiTSj662Nx1tMZ9kXidZu4KQU0g03JEB4W9x5cBiTv/+YzjFtZgoEDLgZN+Dal2eu+VUbpgV5dPal6hNr2H76qzqzXnzxj67sfcPXqNm7BG4PUYTjnUl5MQ3GT20sYYTztWun0bVryYz7olhzKqc0IavQSToFF7yQuFFdlSGMJ0LduWRXQdy0OnP43QFwiFvcxxvC2U//B0HalPYJZUsm7Q7b381itsWuEx3J1Fds7RNWymMidK/8CD+u3ucvW9cjB19MSEn5lXzG8JKTu4xUTpTSe26z1h76TQOfaULCyteR31bRLaWwkteKLzIjq534YH8pu9Qzr3gIUJDYpAowEZj4DjZfeN/G9ZxIBzFjRcCEF6xiMy7a/n8tQP4v49L+LzqYR9qFcKYCLFIVzpHBnFMwW78av+P6HdFFTW7nkYs3nOLLSsba/iIqLZmDfNOeJsj36tkZeVHKLSIbCuFl7xQeBHxWmF+1usibvjjv7E7DcDGC7DhCDYc9UJMwwDjhLBOCBsp8I47YWw4lj0eBhPGqVxFdNlM3HeWsuKznamsKKSssogN1QmG9V9Mt8GLifVah9PdwfboQaZrL1J9R+MU9iMcKcEx4bp1haB5LSpNyQWWdLoCd9X7bLhqBkc/PYqpVY+rT4uILxRe8kLhRSQnxJ8GXsivrrkL278PNp7wWl7CUS/IOKG64IITwoZijUNLbh+KQzbE4ETACWOcOMYJ42T3JhtGGoYSv8IKeEOeAWqSK0hM+Td3X3YEv1w0ifLkXLavfjsiQafwkhcKLyINGUYnvser53xAx8NWQMcSrxUmGsNG43WtMTYcbRxewrG6VhfCcQglvNBivGMbB5dcOGkYWGDrQ8vGs+G6Nk0mXUFmwxwKnrmHcT89h/eSj+HaypbfGhFpgsJLXii8iGwqHOrEeZ3P4KKRcxi6x3QKR66Anp2xHUpwC4qw0TiZgo7YSGHj8BKKe1s44WtwaRhSchrOhJtOriA262VK70hx3UuH8UDZ25RVz9SjIZFWp/CSFwovIptjCDkdKIh2p29oFGNivTmgexWHDJtBv32m4RzUl0xJNzKFXbDRQq8VZivCS91VzKb/9nKPfXK8vitprOu1rNia1USXfox56XP+dNu53Ld+FsuqPsJ1K9BjIZG2pPCSFwovIs1hAAdjQoScQgqjvTgodBDH90ty3P5T6HT4MjKDh5Mu6YFb2A2b6/cSioMTwYTidUHGmPo+L8bZtLXFutmgYtO46QpMxRISEx/ny3v25+nZw/hwrct0M4eVya+oTa9R64pIXim85IXCi0hL5YJNhJCTIBruSCLUiS6mLz3d7vSIxiiJeu9rJVFL11ia/oVVDOmyik4lpcQLkqxc0Z0X5w/hvdWWaWYOa1JzqUmvx3Wr0DBmke2ZwkteKLyItLXce5yT3bvZ/Y75HiQSbPkNL9s2LlFEZKvlQopaVESkZZwtf4uIiIjI9kPhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERAJF4UVEREQCReFFREREAkXhRURERALFt/BijEkYY641xsw2xiSNMV8bY+4xxvTZijJKjDFnGGMeNsYsMMakjDHlxpgPjDE/McZE/KqviIiIBJOx1ra8EGPiwFvAvsByYBIwENgbWA3sa62d34xy/ghcDVjgc2A20A3YH4gBk4EjrLVVPtR5OjACQi0tSkREZAeTAcBaa/Jxdb9aXn6NF1zeA4ZZa0+31u4D/BwvfNzTzHIqgb8AA621o62137XWHgbsCiwGDsheS0RERHZQLW55McZEgVVAR2C0tfazjc5PBXYDxlhrP2nBdb4HPAQstNYOakGVc+Wp5UVERGSbBL/lZX+84DJv4+CS9UR2f2wLrzM1u+/dwnJEREQkwPwIL7tn959u5nzu+G4tvM5O2f2KFpYjIiIiARb2oYz+2f3SzZzPHR/Qwuv8JLufsDU/lH081JTBLauOiIiI5IMfLS9F2f3mRgBVZvfF23oBY8zFwOFAKfDnbS1HREREgs+PlpdWZYw5EPgn3vDp8621X2/Nz1trR26m3GyHXREREQkSP8JLRXZfsJnzhdl9+dYWbIwZhfeYKApcZq19euurJyIiIu2JH4+NFmf3fTdzPnd80dYUaowZBLwKdAJ+Z629ZduqJyIiIu2JH+ElN4R59GbO545/0dwCjTG9gNeAXsA/rbW/3/bqiYiISHviR3iZApQBg40xezRx/pTs/rnmFGaM6QS8gjca6F7gZz7UUURERNqJFocXa20KuDX75W3GmFwfF4wxl+PN7/J2w9l1jTE/MsbMNMZc37AsY0wB8ALecgCPAT+wfiy+JCIiIu2GX6ON/og3lHksMMcYMwlvXpd98BZmPH+j7+8KDMd7LNTQn4D98OYdTgN3G7PpzMPW2nN9qreIiIgEjC/hxVqbNMYcAlwFnAGcAKwD7gOusdZubgK7jXXK7kPZcjbn3G2rqYiIiARdixdmDCotzCgiIrKtgr8wo4iIiEibUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFAUXgRERGRQFF4ERERkUBReBEREZFA8S28GGMSxphrjTGzjTFJY8zXxph7jDF9tqGsTsaYfxpjFhljarL7m4wxJX7VV0RERILJWGtbXogxceAtYF9gOTAJGAjsDawG9rXWzm9mWV2B94AhwHzgY2BkdpsN7GetXedDnacDIyDU0qJERER2MBkArLUmH1f3q+Xl13jB5T1gmLX2dGvtPsDPgW7APVtR1k14weUpYHi2rFHALcAw4Eaf6iwiIiIB1OKWF2NMFFgFdARGW2s/2+j8VGA3YIy19pMtlNULWAqkgf7W2pUNzsWAJUBnoLe1dlUL662WFxERkW0S/JaX/fGCy7yNg0vWE9n9sc0o68hsnSY1DC4A1toa4Dm8tDF+26srIiIiQeZHeNk9u/90M+dzx3dr47JERESkHQr7UEb/7H7pZs7njg9o47KAusdDTdnZ22WaW5SIiIhsB/wIL0XZfdVmzldm98VtXNaWOIALzPShLGmewdn9vLzWYseie972dM/bnu5529sZ7zM0L/wIL9s1a+3Ipo7nWmQ2d178p3ve9nTP257uedvTPW973/BUo0340eelIrsv2Mz5wuy+vI3LEhERkXbIj/CyOLvvu5nzueOL2rgsERERaYf8CC9Ts/vRmzmfO/5FG5clIiIi7ZAf4WUKUAYMNsbs0cT5U7L755pR1st4HYAONMZ0b3giO0ndsXjDg17c9uqKiIhIkLU4vFhrU8Ct2S9vM8bk+qVgjLkcb06WtxvOrmuM+ZExZqYx5vqNyloOPAxEgduNMQ07FP8Fb6mB/7V0dl0REREJLj8XZpwI7EP9wowDsl9vsjCjMeZ3wG+B+621525UVlfgfbyhb/OoX5hxFDAnW1aLF2YUERGRYPJlYUZrbRI4BPgD3hwtJ+CFl/vw1jtq1orS2bLW4K1GfQteC8yJeMsP3AzsreAiIiKyY/Ol5UVERESkrfjS8iIiIiLSVhReREREJFAUXkRERCRQFF5EREQkUBReREREJFDaTXgxxiSMMdcaY2YbY5LGmK+NMfcYY/psQ1mdjDH/NMYsMsbUZPc3GWNKWqPuQeXHPTfGlBhjzjDGPGyMWWCMSRljyo0xHxhjfmKMibTmawgaP3/PNyp3qDGm2hhjjTGv+1Xf9sDve26MGWiMuSP7+15jjFljjHnPGPNLv+seVD6/n3/bGPOCMWa1MabWGLPWGPOqMebE1qh7EBlj9jTGXGmMecoYszT7PrDNQ5Hb5DPUWhv4DYgD7wEW+Bp4FPgg+/UqYKetKKsr3mR4Fm+SvEeBL7NfzwI65/v1bg+bX/cc+GP2Z1zgU+AR4A0gmT0+CSjI9+vdHjY/f8+bKPut7P8DC7ye79e6vWx+33PgKKAye68/xptR/FW8yT3n5vv1bg+bz+/nP23w/jIl+/4ypcHv+p/y/Xq3hw14Jns/Gm3bWFabfIbm/ab5dONzH4DvAkUNjl+ePT5xK8r6X/ZnngTCDY7fnD1+X75f7/aw+XXPgauAG4D+Gx0fird6uAWuy/fr3R42P3/PNyr3guzP/1vhpfXuObAzUJ39AB670TkHGJPv17s9bD6+t3TD+yMoBRy80bmDsufcrQlD7XUDrgCuxVs/sGf23thtLKtNPkPzftN8uOlRoDR7U77VxPmp2XN7NqOsXngLP9YAPTY6F8u+6aSB7vl+3e3lnm/hOt/LlrMg368531tr3XOgB7AO76//cQovrXfP8RaUtcD4fL+27XXz+f38mOz3vryZ8xOy50/L9+ve3rZtDS9t+RnaHvq87I+3fMA8a+1nTZx/Irs/thllHYn3F9Aka+3KhiestTV4K2OHgPHbXt12wc97/k2mZve9W1hOe9Ba9/yfQAK4pAV1a698u+fGmH7AEcB8a+2L/lWx3fHz97ymmddc28zvky1rs8/Q9hBeds/uP93M+dzx3dq4rPasre7TTtn9ihaW0x74fs+NMeOB0/Eey81tQd3aKz/v+Ti899t3jTFhY8xp2Q6NtxpjLjbGdGphXdsLP+/5h3itOIcaYw5ueMIYcxBemJyD169O/NFmn6HhlhawHeif3S/dzPnc8QFtXFZ71lb36SfZ/YQWltMe+HrPjTGFwO14HehuaFnV2i0/7/mI7L4C78Ny343O/8kYc4q19q2tq2K749s9t9aWGWMuAB4C3jLGvJv9+b7AWLyOu+dYa1Mtq7I00Gafoe2h5aUou6/azPnK7L64jctqz1r9PhljLgYOx/vL6c/bWk474vc9/yPeG8jFevPeLD/vea5l5UK8jrtnAJ2B4XgdHDsDT7d0yHs74OvvubX2KbwRXmvxHkmdnt2X4/XzWrbNNZWmtNlnaHsIL9LOGGMOxOuLYYHzrbVf57lK7YoxZgxwGfCAtXZinquzo8i914aBH1prH7bWrrfWzrbWng18hNfXQ32PfGSM+TnwOvAO3qOKouz+TbzRNU/lr3bSEu0hvFRk9wWbOV+Y3Ze3cVntWavdJ2PMKLzHRFHgJ9bap7e+eu2SL/fcGBMG/oPXovULf6rWbrXGe0sF8HgT5+/N7g9u4tyOxLd7bowZB/wN+Bw41Vo7zVpbaa2dBpySPX60MeaollVZGmizz9D20OdlcXbfdzPnc8cXtXFZ7Vmr3CdjzCC8ptxOwO+stbdsW/XaJb/ueV9gD7xO0I8bYxqey81+uacxZiKAtXbc1la0HfHz9zz3PYttdtzoRhZm992bV7V2y897fnZ2/7S11m14wlqbMcY8hfdv4SDgpa2tqDSpzT5D20N4yQ2nHb2Z87njX7RxWe2Z7/fJGNMLeA1vnoB/Wmt/v+3Va5f8vuc9s1tTSlALAPh7z3PDfjc3qqhzdl+xmfM7Cj/vee6Dsmwz53PHNdLLP232GdoeHhtNwfslHGyM2aOJ86dk9881o6yX8WZcPNAY0+gvIGNMDG9ugQzeZFM7Mj/vOdlhoq8Ag/Gaz3/mRyXbGV/uubV2obXWNLUBh2S/7Y0Gx3Zkfv6ev4vXabSnMWZ4E+dzYbGpuU12JH7e89wUC2M2c36v7H5hs2snW9J2n6H5nsnPp9kAc9NJTwEKGxxvcjpp4EfATOD6JsrKTW38BI2nNs51IL0v3693e9j8uud4z0bfzf7Mo0Ao369te938/D3fTPnj0Ay7rXbPgf+Xu79AhwbHD8ebwt4F9s73a8735uN7y4nZ708Dx2x07ni8D9EMMDzfr3l729jCDLvbw2doe3hsBN4v++F4Y/fnGGMm4Q0D3QdYDZy/0fd3xRui2KuJsn6KNwfDycBMY8zHwEhgFN6ERpe3xgsIIL/u+Z+A/fDeRNLA3Rv1wwDAWnuuj3UPKj9/z6V5/Lznf8Vr3TocmG2MeT/7/fvizTp6tbX2w9Z4EQHj1z1/Bq9z9KnAc9n38gXAIOpbY6621s5qjRcRJMaYo4FrGhyKZo+/3+DYH6y1L2T/O++foe3hsRHW2iTem8If8MaXn4D3y34fMNpaO38ryloD7A3cgvc/8ES8IYw34/1VtM7XygeUj/c897w5hDf3xfc3s+3w/Pw9l+bx+b2lFm9a9CuANXgzvO4KvA0ca629ztfKB5Rf99x6f+6fjrfw6DvAELz384F4jy2O0j2v0w0vHOa23F+QDY91a05BbfUZarLNOSIiIiKB0C5aXkRERGTHofAiIiIigaLwIiIiIoGi8CIiIiKBovAiIiIigaLwIiIiIoGi8CIiIiKBovAiIiIigaLwIiIiIoGi8CIiIiKBovAiIiIigaLwIiIiIoGi8CIiIiKBovAiIiIigaLwIiIiIoGi8CIiIiKBovAiIiIigaLwIiIiIoHy/wFu0ze59Q6G2wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax0, ax1) = plt.subplots(nrows=2, figsize=(4, 10), dpi=150)\n",
    "plot_detector(detector, x_train, y_train, ax0, sess, plot_z=False)\n",
    "plot_detector(detector, x=None, y=None, ax=ax1, sess=sess)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tf",
   "language": "python",
   "name": "tf"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
